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2. Monitoring of carbon-water fluxes at Eurasian meteorological stations using random forest and remote sensing

Author

Xie, Mingjuan, Ma, Xiaofei, Wang, Yuangang, Li, Chaofan, Shi, Haiyang, Yuan, Xiuliang, Hellwich, Olaf, Chen, Chunbo, Zhang, Wenqiang, Zhang, Chen, Ling, Qing, Gao, Ruixiang, Zhang, Yu, Ochege, Friday Uchenna, Frankl, Amaury, De Maeyer, Philippe, Buchmann, Nina, Feigenwinter, Iris, Olesen, Jørgen E., Juszczak, Radoslaw, Jacotot, Adrien, Korrensalo, Aino, Pitacco, Andrea, Varlagin, Andrej, Shekhar, Ankit, Lohila, Annalea, Carrara, Arnaud, Brut, Aurore, Kruijt, Bart, Loubet, Benjamin, Heinesch, Bernard, Chojnicki, Bogdan, Helfter, Carole, Vincke, Caroline, Shao, Changliang, Bernhofer, Christian, Brümmer, Christian, Wille, Christian, Tuittila, Eeva-Stiina, Nemitz, Eiko, Meggio, Franco, Dong, Gang, Lanigan, Gary, Niedrist, Georg, Wohlfahrt, Georg, Zhou, Guoyi, Goded, Ignacio, Gruenwald, Thomas, Olejnik, Janusz, Jansen, Joachim, Neirynck, Johan, Tuovinen, Juha-Pekka, Zhang, Junhui, Klumpp, Katja, Pilegaard, Kim, Šigut, Ladislav, Klemedtsson, Leif, Tezza, Luca, Hörtnagl, Lukas, Urbaniak, Marek, Roland, Marilyn, Schmidt, Marius, Sutton, Mark A., Hehn, Markus, Saunders, Matthew, Mauder, Matthias, Aurela, Mika, Korkiakoski, Mika, Du, Mingyuan, Vendrame, Nadia, Kowalska, Natalia, Leahy, Paul G., Alekseychik, Pavel, Shi, Peili, Weslien, Per, Chen, Shiping, Fares, Silvano, Friborg, Thomas, Tallec, Tiphaine, Kato, Tomomichi, Sachs, Torsten, Maximov, Trofim, di Cella, Umberto Morra, Moderow, Uta, Li, Yingnian, He, Yongtao, Kosugi, Yoshiko, and Luo, Geping

Published
2023
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6. ORCHIDEE-PEAT (revision 4596), a model for northern peatland CO2, water, and energy fluxes on daily to annual scales

Author

Qiu, Chunjing, Zhu, Dan, Ciais, Philippe, Guenet, Bertrand, Krinner, Gerhard, Peng, Shushi, Aurela, Mika, Bernhofer, Christian, Brümmer, Christian, Bret-Harte, Syndonia, Chu, Housen, Chen, Jiquan, Desai, Ankur R, Dušek, Jiří, Euskirchen, Eugénie S, Fortuniak, Krzysztof, Flanagan, Lawrence B, Friborg, Thomas, Grygoruk, Mateusz, Gogo, Sébastien, Grünwald, Thomas, Hansen, Birger U, Holl, David, Humphreys, Elyn, Hurkuck, Miriam, Kiely, Gerard, Klatt, Janina, Kutzbach, Lars, Largeron, Chloé, Laggoun-Défarge, Fatima, Lund, Magnus, Lafleur, Peter M, Li, Xuefei, Mammarella, Ivan, Merbold, Lutz, Nilsson, Mats B, Olejnik, Janusz, Ottosson-Löfvenius, Mikaell, Oechel, Walter, Parmentier, Frans-Jan W, Peichl, Matthias, Pirk, Norbert, Peltola, Olli, Pawlak, Włodzimierz, Rasse, Daniel, Rinne, Janne, Shaver, Gaius, Schmid, Hans Peter, Sottocornola, Matteo, Steinbrecher, Rainer, Sachs, Torsten, Urbaniak, Marek, Zona, Donatella, and Ziemblinska, Klaudia

Subjects
Earth Sciences, Atmospheric Sciences, Earth sciences
Abstract

Peatlands store substantial amounts of carbon and are vulnerable to climate change. We present a modified version of the Organising Carbon and Hydrology In Dynamic Ecosystems (ORCHIDEE) land surface model for simulating the hydrology, surface energy, and CO2 fluxes of peatlands on daily to annual timescales. The model includes a separate soil tile in each 0.5° grid cell, defined from a global peatland map and identified with peat-specific soil hydraulic properties. Runoff from non-peat vegetation within a grid cell containing a fraction of peat is routed to this peat soil tile, which maintains shallow water tables. The water table position separates oxic from anoxic decomposition. The model was evaluated against eddy-covariance (EC) observations from 30 northern peatland sites, with the maximum rate of carboxylation (Vcmax) being optimized at each site. Regarding short-term day-to-day variations, the model performance was good for gross primary production (GPP) (r2 Combining double low line 0.76; Nash-Sutcliffe modeling efficiency, MEF Combining double low line 0.76) and ecosystem respiration (ER, r2 Combining double low line 0.78, MEF Combining double low line 0.75), with lesser accuracy for latent heat fluxes (LE, r2 Combining double low line 0.42, MEF Combining double low line 0.14) and and net ecosystem CO2 exchange (NEE, r2 Combining double low line 0.38, MEF Combining double low line 0.26). Seasonal variations in GPP, ER, NEE, and energy fluxes on monthly scales showed moderate to high r2 values (0.57-0.86). For spatial across-site gradients of annual mean GPP, ER, NEE, and LE, r2 values of 0.93, 0.89, 0.27, and 0.71 were achieved, respectively. Water table (WT) variation was not well predicted (r2

Published
2018

7. Application of Experimental Studies of Humidity and Temperature in the Time Domain to Determine the Physical Characteristics of a Perlite Concrete Partition.

Author

Szymczak-Graczyk, Anna, Gajewska, Gabriela, Ksit, Barbara, Laks, Ireneusz, Kostrzewski, Wojciech, Urbaniak, Marek, and Pawlak, Tomasz

Subjects
HEAT of formation, SUSTAINABLE construction, THERMAL conductivity, INSULATING materials, CONCRETE masonry, THERMAL insulation
Abstract

These days, the use of natural materials is required for sustainable and consequently plus-, zero- and low-energy construction. One of the main objectives of this research was to demonstrate that pelite concrete block masonry can be a structural and thermal insulation material. In order to determine the actual thermal insulation parameters of the building partition, in situ experimental research was carried out in real conditions, taking into account the temperature distribution at different heights of the partition. Empirical measurements were made at five designated heights of the partition with temperature and humidity parameters varying over time. The described experiment was intended to verify the technical parameters of perlite concrete in terms of its thermal insulation properties as a construction material used for vertical partitions. It was shown on the basis of the results obtained that the masonry made of perlite concrete blocks with dimensions of 24 × 24.5 × 37.5 cm laid on the mounting foam can be treated as a building element that meets both the structural and thermal insulation requirements of vertical single-layer partitions. However, it is important for the material to work in a dry environment, since, as shown, a wet perlite block has twice the thermal conductivity coefficient. The results of the measurements were confirmed, for they were known from the physics of buildings, the general principles of the formation of heat and the moisture flow in the analysed masonry of a perlite block. Illustrating this regularity is shown from the course of temperature and moisture in the walls. The proposed new building material is an alternative to walls with a layer of thermal insulation made of materials such as polystyrene or wool and fits into the concept of sustainable construction, acting against climate change, reducing building operating costs, improving living and working conditions as well as fulfilling international obligations regarding environmental goals. [ABSTRACT FROM AUTHOR]

Published
2024
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8. Goat Manure Potential as a Substrate for Biomethane Production—An Experiment for Photofermentation.

Author

Hołaj-Krzak, Jakub T., Konieczna, Anita, Borek, Kinga, Gryszkiewicz-Zalega, Dorota, Sitko, Ewa, Urbaniak, Marek, Dybek, Barbara, Anders, Dorota, Szymenderski, Jan, Koniuszy, Adam, and Wałowski, Grzegorz

Subjects
RENEWABLE natural gas, MANUFACTURING processes, RAW materials, MANURES, WEATHER, BIOGAS, BIOGAS production
Abstract

This article presents the current state of biogas (biomethane) production technology—an example of the use of goat manure in terms of photofermentation efficiency. The theoretical and experimental potential of biomethane using biodegradability for anaerobic fermentation of goat manure was indicated. Goat manure was tested for its elemental composition to determine the suitability of this raw material for biogas production. The quality of biogas produced under atmospheric conditions from goat manure placed in a reactor (photodigester) was assessed. An attempt was made to determine the process conditions for immobilization on a goat manure bed (depending on the research material collected), which allows for demonstrating the activity of the fermentation bacterial flora, thus influencing the amount of biogas (biomethane) produced in the reactor. A mechanism for the photofermentation process involving the production of biomethane was developed. The novelty of this article is the development of the use of goat manure in an innovative way, pointing to the development of the biomethane industry. When comparing goat manure, active group (compact bed), it should be noted that K 3.132%, Na 0.266%, Ca 1.909% and Mg 0.993% are lower values compared to the material with values of K 3.397%, Na 0.284%, Ca 1.813% and Mg 0.990% which are higher. This is undoubtedly due to the presence of nutrients in the deposit that support the biomethane production process. The active group (compact bed) material A shows a dynamic increase in biomethane production with lower nutrient values. However, material B, having a higher percentage of ingredients, shows stabilization of biomethane production after the sixth month of the process. Technological trends and future prospects for the biomethane sector were initiated. [ABSTRACT FROM AUTHOR]

Published
2024
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14. Measuring Major Components of the Terrestrial Carbon Balance

Author

Urbaniak, Marek, Chojnicki, Bogdan H., Juszczak, Radosław, Augustin, Jürgen, Leśny, Jacek, Ziemblińska, Klaudia, Kowalska, Natalia, Sakowska, Karolina, Siedlecki, Paweł, Danielewska, Alina, Olejnik, Janusz, Mueller, Lothar, editor, Sheudshen, Askhad K., editor, and Eulenstein, Frank, editor

Published
2016
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15. Quantification of nitrates leaching from grassland soils in winter using the Burns model.

Author

Pietrzak, Stefan and Urbaniak, Marek

Subjects
GRASSLAND soils, SOIL mineralogy, LEACHING, SOIL leaching, NITRATES, PLATEAUS
Abstract

This paper presents the results of a study on the level of nitrate leaching from the 0-30 cm layer of grassland (GL) soil in the Lublin Voivodship during the winters of 2018/2019, 2019/2020 and 2020/2021. The amounts of leached nitrates were determined using the Burns model. For the calculations based on this model - directly and indirectly, the results determination of residual nitrate nitrogen, texture and organic matter in GL soils, obtained within the framework of agricultural monitoring of soils by the National Chemical and Agricultural Station (KSChR), and results of system meteorological measurements conducted by the Institute of Meteorology and Water Management - National Research Institute (IMGW-PIB) were used. The analysed soil samples were taken from 39 permanent control and measurement grassland sites. The research discovered in particular that: - the average leaching of nitrate nitrogen from GL mineral soil in the three analysed periods was 16.2 and 5.1 kg N·ha-1 from organic soil; - on average, in autumn during the entire study period, 55.3% of NO3-N leached from the 0-30 cm layer of GL mineral soil, and 27.3% from organic soil; - among different agronomic categories of mineral soil, the highest leaching of NO3-N was recorded from medium soil (17.4 kg N·ha-1) and the lowest from heavy soil (11.5 kg N·ha-1); - individually determined values of NO3-N leaching from soil varied significantly from 0 to 68.5 kg N·ha-1 for mineral soil and from 0.1 to 23.65 kg N·ha-1 for organic soil. [ABSTRACT FROM AUTHOR]

Published
2024
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18. Joint control of terrestrial gross primary productivity by plant phenology and physiology

Author

Xia, Jianyang, Niu, Shuli, Ciais, Philippe, Janssens, Ivan A., Chen, Jiquan, Ammann, Christof, Arain, Altaf, Blanken, Peter D., Cescatti, Alessandro, Bonal, Damien, Buchmann, Nina, Curtis, Peter S., Chen, Shiping, Dong, Jinwei, Flanagan, Lawrence B., Frankenberg, Christian, Georgiadis, Teodoro, Gough, Christopher M., Hui, Dafeng, Kiely, Gerard, Li, Jianwei, Lund, Magnus, Magliulo, Vincenzo, Marcolla, Barbara, Merbold, Lutz, Montagnani, Leonardo, Moors, Eddy J., Olesen, Jørgen E., Piao, Shilong, Raschi, Antonio, Roupsard, Olivier, Suyker, Andrew E., Urbaniak, Marek, Vaccari, Francesco P., Varlagin, Andrej, Vesala, Timo, Wilkinson, Matthew, Weng, Ensheng, Wohlfahrt, Georg, Yan, Liming, and Luo, Yiqi

Published
2015

20. Global maps of soil temperature

Author

Winkler, Manuela, Plichta, Roman, Buysse, Pauline, Lohila, Annalea, Spicher, Fabien, Boeckx, Pascal, Wild, Jan, Feigenwinter, Iris, Olejnik, Janusz, Risch, Anita, Khuroo, Anzar, Lynn, Joshua, di Cella, Umberto, Schmidt, Marius, Urbaniak, Marek, Marchesini, Luca, Govaert, Sanne, Uogintas, Domas, Assis, Rafael, Medinets, Volodymyr, Abdalaze, Otar, Varlagin, Andrej, Dolezal, Jiri, Myers, Jonathan, Randall, Krystal, Bauters, Marijn, Jimenez, Juan, Stoll, Stefan, Petraglia, Alessandro, Mazzolari, Ana, Ogaya, Romà, Tyystjärvi, Vilna, Hammerle, Albin, Wipf, Sonja, Lorite, Juan, Fanin, Nicolas, Benavides, Juan, Scholten, Thomas, Yu, Zicheng, Veen, G., Treier, Urs, Candan, Onur, Bell, Michael, Hörtnagl, Lukas, Siebicke, Lukas, Vives-Ingla, Maria, Eugster, Werner, Grelle, Achim, Stemkovski, Michael, Theurillat, Jean-Paul, Matula, Radim, Dorrepaal, Ellen, Steinbrecher, Rainer, Alatalo, Juha, Fenu, Giuseppe, Arzac, Alberto, Homeier, Jürgen, Porro, Francesco, Robinson, Sharon, Ghosn, Dany, Haugum, Siri, Ziemblińska, Klaudia, Camargo, José, Zhao, Peng, Niittynen, Pekka, Liljebladh, Bengt, Normand, Signe, Dias, Arildo, Larson, Christian, Peichl, Matthias, Collier, Laura, Myers-Smith, Isla, Zong, Shengwei, Kašpar, Vít, Cooper, Elisabeth, Haider, Sylvia, von Oppen, Jonathan, Cutini, Maurizio, Benito-Alonso, José-Luis, Luoto, Miska, Klemedtsson, Leif, Higgens, Rebecca, Zhang, Jian, Speed, James, Nijs, Ivan, Macek, Martin, Steinwandter, Michael, Poyatos, Rafael, Niedrist, Georg, Curasi, Salvatore, Yang, Yan, Dengler, Jürgen, Géron, Charly, de Pablo, Miguel, Xenakis, Georgios, Kreyling, Juergen, Forte, Tai, Bailey, Joseph, Knohl, Alexander, Goulding, Keith, Wilkinson, Matthew, Kljun, Natascha, Roupsard, Olivier, Stiegler, Christian, Verbruggen, Erik, Wingate, Lisa, Lamprecht, Andrea, Hamid, Maroof, Rossi, Graziano, Descombes, Patrice, Hrbacek, Filip, Bjornsdottir, Katrin, Poulenard, Jérôme, Meeussen, Camille, Guénard, Benoit, Venn, Susanna, Dimarco, Romina, Man, Matěj, Scharnweber, Tobias, Chown, Steven, Pio, Casimiro, Way, Robert, Erickson, Todd, Fernández-Pascual, Eduardo, Pușcaș, Mihai, Orsenigo, Simone, Di Musciano, Michele, Enquist, Brian, Newling, Emily, Tagesson, Torbern, Kemppinen, Julia, Serra-Diaz, Josep, Gottschall, Felix, Schuchardt, Max, Pitacco, Andrea, Jump, Alistair, Exton, Dan, Carnicer, Jofre, Aschero, Valeria, Urban, Anastasiya, Daskalova, Gergana, Santos, Cinthya, Goeckede, Mathias, Bruna, Josef, Andrews, Christopher, Jónsdóttir, Ingibjörg, Casanova-Katny, Angélica, Moriana-Armendariz, Mikel, Ewers, Robert, Pärtel, Meelis, Sagot, Clotilde, Herbst, Mathias, De Frenne, Pieter, Milbau, Ann, Gobin, Anne, Alexander, Jake, Kopecký, Martin, Buchmann, Nina, Kotowska, Martyna, Puchalka, Radoslaw, Penuelas, Josep, Gigauri, Khatuna, Prokushkin, Anatoly, Moiseev, Pavel, Jentsch, Anke, Klisz, Marcin, Barrio, Isabel, Ammann, Christof, Panov, Alexey, Van Geel, Maarten, Finckh, Manfred, Vaccari, Francesco, Erschbamer, Brigitta, Backes, Amanda, Robroek, Bjorn, Campoe, Otávio, Ahmadian, Negar, Boike, Julia, Thomas, Haydn, Pastor, Ada, Smith, Stuart, Pauli, Harald, Kollár, Jozef, de Cássia Guimarães Mesquita, Rita, Michaletz, Sean, Fuentes-Lillo, Eduardo, Urban, Josef, Greenwood, Sarah, Lens, Luc, Van de Vondel, Stijn, Vitale, Luca, Remmele, Sabine, Naujokaitis-Lewis, Ilona, Meusburger, Katrin, Cremonese, Edoardo, Barros, Agustina, Bokhorst, Stef, Svátek, Martin, Allonsius, Camille, Høye, Toke, Smiljanic, Marko, Hik, David, Canessa, Rafaella, van den Hoogen, Johan, Altman, Jan, Björkman, Mats, Cesarz, Simone, Blonder, Benjamin, Kazakis, George, Opedal, Øystein, Assmann, Jakob, Tanentzap, Andrew, Sidenko, Nikita, le Maire, Guerric, Ursu, Tudor-Mihai, Montagnani, Leonardo, Muffler, Lena, Hederová, Lucia, Rubtsov, Alexey, Pauchard, Aníbal, Tielbörger, Katja, Sørensen, Mia, Crowther, Thomas, Remmers, Wolfram, Pitteloud, Camille, Zyryanov, Viacheslav, Nilsson, Matts, Bazzichetto, Manuele, Sallo-Bravo, Jhonatan, Moiseev, Dmitry, Spasojevic, Marko, Haase, Peter, Pearse, William, Tutton, Rosamond, Fazlioglu, Fatih, Siqueira, David, Ardö, Jonas, Nardino, Marianna, Tomaselli, Marcello, Pavelka, Marian, García, Rafael, Nosetto, Marcelo, Bon, Matteo, Semenchuk, Philipp, Choler, Philippe, Scott, Tony, Halbritter, Aud, Dušek, Jiří, Mackenzie, Roy, Stanisci, Angela, Nouvellon, Yann, Kovács, Bence, Haesen, Stef, Veenendaal, Elmar, Juszczak, Radoslaw, Verheijen, Frank, de Andrade, Ana, Verbeeck, Hans, Bader, Maaike, RENAULT, David, Zimmermann, Reiner, Ferlian, Olga, Medinets, Sergiy, Walz, Josefine, Rossi, Christian, Rocha, Adrian, Lembrechts, Jonas, Jactel, Hervé, Brum, Barbara, Aartsma, Peter, Kobler, Johannes, Eisenhauer, Nico, Bjerke, Jarle, Pellissier, Loïc, Ueyama, Masahito, Manca, Giovanni, Bahalkeh, Khadijeh, Meysman, Filip, Niessner, Armin, Curtis, Robin, Six, Johan, Saccone, Patrick, Wang, Runxi, Ahrends, Antje, Okello, Joseph, Kolle, Olaf, Portillo-Estrada, Miguel, Laska, Kamil, Freeman, Erika, Di Cecco, Valter, Ashcroft, Michael, Steinbauer, Klaus, Della Chiesa, Stefano, van den Brink, Liesbeth, Herberich, Maximiliane, Loubet, Benjamin, Barančok, Peter, Hermanutz, Luise, Souza, Bartolomeu, Contador, Tamara, Zhang, Zhaochen, Aerts, Rien, Stephan, Jörg, Chojnicki, Bogdan, Manco, Antonio, Larson, Keith, Mondoni, Andrea, Palaj, Andrej, Schmeddes, Jonas, Hepenstrick, Daniel, Järveoja, Järvi, Manise, Tanguy, Barthel, Matti, Marciniak, Felipe, Weigel, Robert, Rixen, Christian, Turtureanu, Pavel, Hoffrén, Raúl, Iwata, Hiroki, Vittoz, Pascal, Wedegärtner, Ronja, Penczykowski, Rachel, Phartyal, Shyam, Sitková, Zuzana, Nagy, Laszlo, Ujházy, Karol, Heinesch, Bernard, Berauer, Bernd, Ogée, Jérôme, Malfasi, Francesco, Greise, Caroline, Helfter, Carole, Mosedale, Jonathan, Senior, Rebecca, Magliulo, Enzo, Nuñez, Martin, García, María, Wohlfahrt, Georg, Carbognani, Michele, Thomas, Andrew, Eklundh, Lars, Erfanian, Mohammad, Villar, Luis, Maier, Regine, Dahlberg, C., Guglielmin, Mauro, Jucker, Tommaso, Kelly, Julia, Olesen, Jørgen, Lang, Simone, Tanneberger, Franziska, Gharun, Mana, Jackowicz-Korczynski, Marcin, Convey, Peter, Aalto, Juha, Scheffers, Brett, Ujházyová, Mariana, Andres, Christian, Arriga, Nicola, Smith-Tripp, Sarah, Kanka, Róbert, Dick, Jan, Leihy, Rachel, Van Meerbeek, Koenraad, Maclean, Ilya, Vangansbeke, Pieter, Pampuch, Timo, Čiliak, Marek, Guillemot, Joannès, Sarneel, Judith, Souza, José, Svoboda, Miroslav, Björk, Robert, Merinero, Sonia, Zellweger, Florian, Simpson, Elizabeth, Cannone, Nicoletta, Abedi, Mehdi, Seipel, Tim, Klinges, David, Máliš, František, Basham, Edmund, Sewerniak, Piotr, Schwartz, Naomi, Trouillier, Mario, Vandvik, Vigdis, Shekhar, Ankit, Munoz-Rojas, Miriam, Nicklas, Lena, Goded, Ignacio, Manolaki, Paraskevi, Radujković, Dajana, Yu, Kailiang, Phoenix, Gareth, Cifuentes, Edgar, Seeber, Julia, Deronde, Bart, Lenoir, Jonathan, Frei, Esther, Wilmking, Martin, Hylander, Kristoffer, Graae, Bente, Calzado, M., Wang, Yifeng, Hampe, Arndt, Somers, Ben, Mörsdorf, Martin, Jastrzebowski, Szymon, Ejtehadi, Hamid, Terrestrial Ecology (TE), Universidad de Alcalá. Departamento de Geología, Geografía y Medio Ambiente, BioGeoClimate Modelling Lab, Department of Geosciences and Geography, Helsinki Institute of Sustainability Science (HELSUS), Institute for Atmospheric and Earth System Research (INAR), Universiteit Antwerpen = University of Antwerpen [Antwerpen], Ecosystèmes, biodiversité, évolution [Rennes] (ECOBIO), Université de Rennes (UR)-Institut Ecologie et Environnement (INEE), Centre National de la Recherche Scientifique (CNRS)-Centre National de la Recherche Scientifique (CNRS)-Observatoire des Sciences de l'Univers de Rennes (OSUR), Université de Rennes (UR)-Institut national des sciences de l'Univers (INSU - CNRS)-Université de Rennes 2 (UR2)-Centre National de la Recherche Scientifique (CNRS)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE)-Institut national des sciences de l'Univers (INSU - CNRS)-Université de Rennes 2 (UR2)-Centre National de la Recherche Scientifique (CNRS)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE)-Centre National de la Recherche Scientifique (CNRS), Ecologie fonctionnelle et écotoxicologie des agroécosystèmes (ECOSYS), AgroParisTech-Université Paris-Saclay-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE), Laboratoire d'Ecologie Alpine (LECA ), Université Savoie Mont Blanc (USMB [Université de Savoie] [Université de Chambéry])-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes (UGA), LTSER Zone Atelier Alpes, Interactions Sol Plante Atmosphère (UMR ISPA), Ecole Nationale Supérieure des Sciences Agronomiques de Bordeaux-Aquitaine (Bordeaux Sciences Agro)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE), Ecologie fonctionnelle et biogéochimie des sols et des agro-écosystèmes (UMR Eco&Sols), Centre de Coopération Internationale en Recherche Agronomique pour le Développement (Cirad)-Institut de Recherche pour le Développement (IRD)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE)-Institut Agro Montpellier, Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement (Institut Agro)-Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement (Institut Agro), Département Performances des systèmes de production et de transformation tropicaux (Cirad-PERSYST), Centre de Coopération Internationale en Recherche Agronomique pour le Développement (Cirad), Senckenberg Research Institute and Natural History Museum [Frankfurt], Senckenberg – Leibniz Institution for Biodiversity and Earth System Research - Senckenberg Gesellschaft für Naturforschung, Leibniz Association-Leibniz Association, Biodiversité, Gènes & Communautés (BioGeCo), Université de Bordeaux (UB)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE), Environnements, Dynamiques et Territoires de Montagne (EDYTEM), Université Savoie Mont Blanc (USMB [Université de Savoie] [Université de Chambéry])-Centre National de la Recherche Scientifique (CNRS), Institut Universitaire de France (IUF), Ministère de l'Education nationale, de l’Enseignement supérieur et de la Recherche (M.E.N.E.S.R.), SILVA (SILVA), AgroParisTech-Université de Lorraine (UL)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE), Ecologie et Dynamique des Systèmes Anthropisés - UMR CNRS 7058 (EDYSAN), Université de Picardie Jules Verne (UPJV)-Centre National de la Recherche Scientifique (CNRS), 12P1819N, Fonds Wetenschappelijk Onderzoek, ANR-10-LABX-0045,COTE,COntinental To coastal Ecosystems: evolution, adaptability and governance(2010), ANR-13-ISV7-0004,ODYSSEE,De nouvelles voies pour la modélisation des dynamiques d'assemblages d'espèces intégrant l'écologie et l'évolution: le cas des écosystèmes de montagne des Alpes et des Carpates(2013), ANR-20-EBI5-0004,ASICS,ASsessing and mitigating the effects of climate change and biological Invasions on the spatial redistribution of biodiversity in Cold environmentS(2020), ANR-19-CE32-0005,IMPRINT,IMpacts des PRocessus mIcroclimatiques sur la redistributioN de la biodiversiTé forestière en contexte de réchauffement du macroclimat(2019), European Project: 774124 , H2020,H2020-SFS-2017-2,SUPER-G (2018), European Project: 282910,EC:FP7:ENV,FP7-ENV-2011,ECLAIRE(2011), European Project: 641918,H2020,H2020-SC5-2014-two-stage,AfricanBioServices(2015), European Project: 678841,H2020,ERC-2015-STG,NICH(2016), European Project: 871128,eLTER PLUS (2020), European Project: 861974, H2020,SOCIETAL CHALLENGES - Food security, sustainable agriculture and forestry, marine, maritime and inland water research, and the bioeconomy,SustainSahel(2020), Lembrechts, Jonas J [0000-0002-1933-0750], van den Hoogen, Johan [0000-0001-6624-8461], Aalto, Juha [0000-0001-6819-4911], De Frenne, 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Subjects
0106 biological sciences, Zoology and botany: 480 [VDP], Q1, 01 natural sciences, Global map, SDG 13 - Climate Action, Soil temperature, Zone climatique, bepress|Physical Sciences and Mathematics|Environmental Sciences, bioclimatic variables, global maps, microclimate, near-surface temperatures, soil temperature, soil-dwelling organisms, temperature offset, weather stations, ComputingMilieux_MISCELLANEOUS, General Environmental Science, Global and Planetary Change, GB, Geology, PE&RC, 6. Clean water, Near-surface soil temperature, international, [SDE]Environmental Sciences, 551: Geologie und Hydrologie, Plantenecologie en Natuurbeheer, Température du sol, Near-surface temperature, Near-surface temperatures, Biologie, P40 - Météorologie et climatologie, bepress|Physical Sciences and Mathematics|Earth Sciences, MITIGATION, bepress|Life Sciences|Ecology and Evolutionary Biology, bepress|Physical Sciences and Mathematics|Oceanography and Atmospheric Sciences and Meteorology|Climate, Bioclimatic variables, Settore BIO/07 - ECOLOGIA, 577: Ökologie, Biology, Ecosystem, Ekologi, Changement climatique, Cartographie, Biology and Life Sciences, Microclimate, 15. Life on land, bepress|Physical Sciences and Mathematics|Environmental Sciences|Environmental Monitoring, Agriculture and Soil Science, 0401 agriculture, forestry, and fisheries, Temperature offset, Weather stations, Plan_S-Compliant-OA, Soil, bepress|Life Sciences, ddc:550, Geología, Ecology, Temperature, 04 agricultural and veterinary sciences, Biological Sciences, FOREST, Weather station, Variation saisonnière, Chemistry, Bioclimatologie, bepress|Physical Sciences and Mathematics, 1171 Geosciences, Technology and Engineering, Climate Change, Plant Ecology and Nature Conservation, MOISTURE, LITTER DECOMPOSITION, PERMAFROST, ddc:570, SUITABILITY, G1, bepress|Physical Sciences and Mathematics|Oceanography and Atmospheric Sciences and Meteorology, Global maps, VDP::Mathematics and natural scienses: 400::Zoology and botany: 480, Environmental Chemistry, Zoologiske og botaniske fag: 480 [VDP], Soil-dwelling organisms, Aquatic Ecology, P30 - Sciences et aménagement du sol, Bioclimatic variable, SNOW-COVER, bepress|Physical Sciences and Mathematics|Earth Sciences|Soil Science, Earth sciences, PLANT-RESPONSES, CLIMATIC CONTROLS, Soil-dwelling organism, 13. Climate action, Earth and Environmental Sciences, VDP::Matematikk og naturvitenskap: 400::Zoologiske og botaniske fag: 480, 040103 agronomy & agriculture, Réchauffement global, [SDE.BE]Environmental Sciences/Biodiversity and Ecology, Environmental Sciences, 010606 plant biology & botany
Abstract

JJL received funding from the Research Foundation Flanders (grant nr. 12P1819N). The project received funding from the Research Foundation Flanders (grants nrs, G018919N, W001919N). JVDH and TWC received funding from DOB Ecology. JA received funding from the University of Helsinki, Faculty of Science (MICROCLIM, grant nr. 7510145) and Academy of Finland Flagship (grant no. 337552). PDF, CM and PV received funding from the European Research Council (ERC) under the European Union's Horizon 2020 research and innovation programme (ERC Starting Grant FORMICA 757833). JK received funding from the Arctic Interactions at the University of Oulu and Academy of Finland (318930, Profi 4), Maaja vesitekniikan tuki ry., Tiina and Antti Herlin Foundation, Nordenskiold Samfundet and Societas pro Fauna et Flora Fennica. MK received funding from the Czech Science Foundation (grant nr. 20-28119S) and the Czech Academy of Sciences (grant nr. RVO 67985939). TWC received funding from National Geographic Society grant no. 9480-14 and WW-240R-17. MA received funding from CISSC (program ICRP (grant nr:2397) and INSF (grant nr: 96005914). The Royal Botanic Garden Edinburgh is supported by the Scottish Government's Rural and Environment Science and Analytical Services Division. JMA received funding from the Funding Org. Qatar Petroleum (grant nr. QUEX-CAS-QP-RD-18/19). JMA received funding from the European Union's Horizon 2020 research and innovation program (grant no. 678841) and from the Swiss National Science Foundation (grant no. 31003A_176044). JA was supported by research grants LTAUSA19137 (program INTER-EXCELLENCE, subprogram INTER-ACTION) provided by Czech Ministry of Education, Youth and Sports and 20-05840Y of the Czech Science Foundation. AA was supported by the Ministry of Science and Higher Education of the Russian Federation (grant FSRZ-2020-0014). SN, UAT, JJA, and JvO received funding from the Independent Research Fund Denmark (7027-00133B). LvdB, KT, MYB and RC acknowledge funding from the German Research Foundation within the Priority Program SPP-1803 'EarthShape: Earth Surface Shaping by Biota' (grant TI 338/14-1&2 and BA 3843/6-1). PB was supported by grant project VEGA of the Ministry of Education of the Slovak Republic and the Slovak Academy of Sciences No. 2/0132/18. Forest Research received funding from the Forestry Commission (climate change research programme). JCB acknowledges the support of Universidad Javeriana. JLBA received funding from the Direccion General de Cambio Climatico del Gobierno de Aragon; JLBA acknowledges fieldwork assistance by Ana Acin, the Ordesa y Monte Perdido National Park, and the Servicio de Medio Ambiente de Soria de la Junta de Castilla y Leon. RGB and MPB received funding from BECC - Biodiversity and Ecosystem services in a Changing Climate. MPB received funding from The European Union's Horizon 2020 research and innovation program under the Marie Skodowska-Curie Grant Agreement No. 657627 and The Swedish Research Council FORMAS - future research leaders No. 2016-01187. JB received funding from the Czech Academy of Sciences (grant nr. RVO 67985939). NB received funding from the SNF (grant numbers 40FA40_154245, 20FI21_148992, 20FI20_173691, 407340_172433) and from the EU (contract no. 774124). ICOS EU research infrastructure. EU FP7 NitroEurope. EU FP7 ECLAIRE. The authors from Biological Dynamics of Forest Fragments Project, PDBFF, Instituto Nacional de Pesquisas da Amazonia, Brazil were supported by the MCTI/CNPq/FNDCT - AcAo Transversal no68/2013 - Programa de Grande Escala da Biosfera-Atmosfera na Amazonia - LBA; Project 'Como as florestas da Amazonia Central respondem as variacoes climaticas? Efeitos sobre dinamica florestal e sinergia com a fragmentacAo florestal'. This is the study 829 of the BDFFP Technical Series. to The EUCFLUX Cooperative Research Program and Forest Science and Research Institute-IPEF. NC acknowledges funding by Stelvio National Park. JC was funded by the Spanish government grant CGL2016-78093-R. ANID-FONDECYT 1181745 AND INSTITUTO ANTARTICO CHILENO (INACH FR-0418). SC received funding from the German Research Foundation (grant no. DFG- FZT 118, 202548816). The National Science Foundation, Poland (grant no. UMO-2017/27/B/ST10/02228), within the framework of the 'Carbon dioxide uptake potential of sphagnum peatlands in the context of atmospheric optical parameters and climate changes' (KUSCO2) project. SLC received funding from the South African National Research Foundation and the Australian Research Council. FM, M, KU and MU received funding from Slovak Research and Development Agency (no. APVV-19-0319). Instituto Antartico Chileno (INACH_RT-48_16), Iniciativa Cientifica Milenio Nucleo Milenio de Salmonidos Invasores INVASAL, Institute of Ecology and Biodiversity (IEB), CONICYT PIA APOYO CCTE AFB170008. PC is supported by NERC core funding to the BAS 'Biodiversity, Evolution and Adaptation Team. EJC received funding from the Norwegian Research Council (grant number 230970). GND was supported by NERC E3 doctoral training partnership grant (NE/L002558/1) at the University of Edinburgh and the Carnegie Trust for the Universities of Scotland. Monitoring stations on Livingston Island, Antarctica, were funded by different research projects of the Gobern of Spain (PERMAPLANET CTM2009-10165-E; ANTARPERMA CTM2011-15565-E; PERMASNOW CTM2014-52021-R), and the PERMATHERMAL arrangement between the University of Alcala and the Spanish Polar Committee. GN received funding from the Autonomous Province of Bolzano (ITA). The infrastructure, part of the UK Environmental Change Network, was funded historically in part by ScotNature and NERC National Capability LTS-S: UK-SCAPE; NE/R016429/1). JD was supported by the Czech Science Foundation (GA17-19376S) and MSMT (LTAUSA18007). ED received funding from the Kempe Foundation (JCK-1112 and JCK-1822). The infrastructure was supported by the Ministry of Education, Youth and Sports of the Czech Republic within the National Sustainability Programme I (NPU I), grant number LO1415 and by the project for national infrastructure support CzeCOS/ICOS Reg. No. LM2015061. NE received funding from the German Research Foundation (DFG- FZT 118, 202548816). BE received funding from the GLORIA-EU project no EVK2-CT2000-00056, the Autonomous Province of Bolzano (ITA), from the Tiroler Wissenschaftsfonds and from the University of Innsbruck. RME was supported by funding to the SAFE Project from the Sime Darby Foundation. OF received funding from the German Research Foundation (DFG- FZT 118, 202548816). EFP was supported by the Jardin Botanico Atlantico (SV-20-GIJON-JBA). MF was funded by the German Federal Ministry of Education and Research (BMBF) in the context of The Future Okavango (Grant No. 01LL0912) and SASSCAL (01LG1201M; 01LG1201N) projects. EFL received funding from ANID PIA / BASAL FB210006. RAG received funding from Fondecyt 11170516, CONICYT PIA AFB170008 and ANID PIA / BASAL FB210006. MBG received funding from National Parks (DYNBIO, #1656/2015) and The Spanish Research Agency (VULBIMON, #CGL2017-90040-R). MG received funding from the Swiss National Science Foundation (ICOS-CH Phase 2 20FI20_173691). FG received funding from the German Research Foundation (DFG- FZT 118, 202548816). KG and TS received funding from the UK Biotechnology and Biological Research Council (grant = 206/D16053). SG was supported by the Research Foundation Flanders (FWO) (project G0H1517N). KJ and PH received funding from the EU Horizon2020 INFRAIA project eLTER-PLUS (871128), the project LTER-CWN (FFG, F&E Infrastrukturforderung, project number 858024) and the Austrian Climate Research Program (ACRP7 - CentForCSink - KR14AC7K11960). SH and ARB received funding through iDiv funded by the German Research Foundation (DFG- FZT 118, 202548816). LH received funding from the Czech Science Foundation (grant nr. 20-28119S) and the Czech Academy of Sciences (grant nr. RVO 67985939). MH received funding from the Baden-Wurttemberg Ministry of Science, Research and Arts via the project DRIeR (Drought impacts, processes and resilience: making the in-visible visible). LH received funding from International Polar Year, Weston Foundation, and ArcticNet. DH received funding from Natural Sciences and Engineering Council (Canada) (RGPIN-06691). TTH received funding from Independent Research Fund Denmark (grant no. 8021-00423B) and Villum Foundation (grant no. 17523). Ministry of Education, Youth and Sports of the Czech Republic (projects LM2015078, VAN2020/01 and CZ.02.1.01/0.0/0.0/16_013/0001708). KH, CG and CJD received funding from Bolin Centre for Climate Research, Stockholm University and from the Swedish research council Formas [grant n:o 2014-00530 to KH]. JJ received funding from the Funding Org. Swedish Forest Society Foundation (grant nr. 2018-485-Steg 2 2017) and Swedish Research Council FORMAS (grant nr. 2018-00792). AJ received funding from the German Federal Ministry of Education and Research BMBF (Grant Nr. FKZ 031B0516C SUSALPS) and the Oberfrankenstiftung (Grant Nr. OFS FP00237). ISJ received funding from the Energy Research Fund (NYR-11 - 2019, NYR-18 - 2020). TJ was supported by a UK NERC Independent Research Fellowship (grant number: NE/S01537X/1). RJ received funding from National Science Centre of Poland (grant number: 2016/21/B/ST10/02271) and Polish National Centre for Research and Development (grant number: Pol-Nor/203258/31/2013). VK received funding from the Czech Academy of Sciences (grant nr. RVO 67985939). AAK received funding from MoEFCC, Govt of India (AICOPTAX project F. No. 22018/12/2015/RE/Tax). NK received funding from FORMAS (grants nr. 2018-01781, 2018-02700, 2019-00836), VR, support from the research infrastructure ICOS-SE. BK received funding from the National Research, Development and Innovation Fund of Hungary (grant nr. K128441). Ministry of Education, Youth and Sports of the Czech Republic (projects LM2015078 and CZ.02.1.01/0.0/0.0/16_013/0001708). Project B1-RNM-163-UGR-18-Programa Operativo FEDER 2018, partially funded data collection. Norwegian Research Council (NORKLIMA grants #184912 and #244525) awarded to Vigdis Vandvik. MM received funding from the Czech Science Foundation (grant nr. 20-28119S) and the Czech Academy of Sciences (grant nr. RVO 67985939). Project CONICYT-PAI 79170119 and ANID-MPG 190029 awarded to Roy Mackenzie. This work was partly funded by project MIUR PON Cluster OT4CLIMA. RM received funding from the SNF project number 407340_172433. FM received funding from the Stelvio National Park. PM received funding from AIAS-COFUND fellowship programme supported by the Marie Skodowska- Curie actions under the European Union's Seventh Framework Pro-gramme for Research, Technological development and Demonstration (grant agreement no 609033) and the Aarhus University Research Foundation, Denmark. RM received funding from the Ministry of Education, Youth and Sports of the Czech Republic (project LTT17033). SM and VM received funding from EU FP6 NitroEurope (grant nr. 17841), EU FP7 ECLAIRE (grant nr. 282910), the Ministry of Education and Science of Ukraine (projects nr. 505, 550, 574, 602), GEF-UNEP funded "Toward INMS" project (grant nr. NEC05348) and ENI CBC BSB PONTOS (grant nr. BSB 889). The authors from Biological Dynamics of Forest Fragments Project, PDBFF, Instituto Nacional de Pesquisas da Amazonia, Brazil were supported by the MCTI/CNPq/FNDCT - AcAo Transversal no68/2013 - Programa de Grande Escala da Biosfera-Atmosfera na Amazonia - LBA; Project 'Como as florestas da Amazonia Central respondem as variacoes climaticas? Efeitos sobre dinamica florestal e sinergia com a fragmentacAo florestal'. FJRM was financially supported by the Netherlands Organization for Scientific Research (VICI grant 016.VICI.170.072) and Research Foundation Flanders (FWO-SBO grant S000619N). STM received funding from New Frontiers in Research Fund-Exploration (grant nr. NFRF-2018-02043) and NSERC Discovery. MMR received funding from the Australian Research Council Discovery Early Career Research Award (grant nr. DE180100570). JAM received funding from the National Science Foundation (DEB 1557094), International Center for Advanced Renewable Energy and Sustainability (I-CARES) at Washington University in St. Louis, ForestGEO, and Tyson Research Center. IM-S was funded by the UK Natural Environment Research Council through the ShrubTundra Project (NE/M016323/1). MBN received funding from FORMAS, VR, Kempe Foundations support from the research infrastructures ICOS and SITES. MDN received funding from CONICET (grant nr. PIP 112-201501-00609). Spanish Ministry of Science grant PID2019-110521GB-I00 and Catalan government grant 2017-1005. French National Research Agency (ANR) in the frame of the Cluster of Excellence COTE (project HydroBeech, ANR-10-LABX-45). VLIR-OUS, under the Institutional University Coorperation programme (IUC) with Mountains of the Moon University. Project LAS III 77/2017/B entitled: \"Estimation of net carbon dioxide fluxes exchanged between the forest ecosystem on post-agricultural land and between the tornado-damaged forest area and the atmosphere using spectroscopic and numerical methods\", source of funding: General Directorate of State Forests, Warsaw, Poland. Max Planck Society (Germany), RFBR, Krasnoyarsk Territory and Krasnoyarsk Regional Fund of Science, project number 20-45-242908. Estonian Research Council (PRG609), and the European Regional Development Fund (Centre of Excellence EcolChange). Canada-Denmark Arctic Research Station Early Career Scientist Exchange Program, from Polar knowledge Canada (POLAR) and the Danish Agency for Science and Higher Education. AP received funding from Fondecyt 1180205, CONICYT PIA AFB170008 and ANID PIA / BASAL FB210006. MP received funding from the Funding Org. Knut and Alice Wallenberg Foundation (grant nr. 2015.0047), and acknowledges funding from the Swedish Research Council (VR) with contributing research institutes to both the SITES and ICOS Sweden infrastructures. JP and RO were funded by the Spanish Ministry of Science grant PID2019-110521GB-I00, the fundacion Ramon Areces grant ELEMENTAL-CLIMATE, and the Catalan government grant 2017-1005. MPB received funding from the Svalbard Environmental Protection Fund (grant project number 15/128) and the Research Council of Norway (Arctic Field Grant, project number 269957). RP received funding from the Ministry of Education, Youth and Sports of the Czech Republic (grant INTER-TRANSFER nr. LTT20017). LTSER Zone Atelier Alpes; Federation FREE-Alpes. RP received funding from a Humboldt Fellowship for Experienced Researchers. Prokushkin AS and Zyryanov VI contribution has been supported by the RFBR grant #18-05-60203-Arktika. RPu received founding from the Polish National Science Centre (grant project number 2017/27/B/NZ8/00316). ODYSSEE project (ANR-13-ISV7-0004, PN-II-ID-JRP-RO-FR-2012). KR was supported through an Australian Government Research Training Program Scholarship. Fieldwork was supported by the Global Challenges program at the University of Wollongong, the ARC the Australian Antarctic Division and INACH. DR was funded by the project SUBANTECO IPEV 136 (French Polar Institute Paul-Emile Victor), Zone Atelier CNRS Antarctique et Terres Australes, SAD Region Bretagne (Project INFLICT), BiodivERsa 2019-2020 BioDivClim call 'ASICS' (ANR-20-EBI5-0004). SAR received funding from the Australian Research Council. NSF grant #1556772 to the University of Notre Dame. Pavia University (Italy). OR received funding from EU-LEAP-Agri (RAMSES II), EU-DESIRA (CASSECS), EU-H2020 (SustainSahel), AGROPOLIS and TOTAL Foundations (DSCATT), CGIAR (GLDC). AR was supported by the Russian Science Foundation (Grant 18-74-10048). Parc national des Ecrins. JS received funding from Vetenskapsradet grant nr (No: 2014-04270), ALTER-net multi-site grant, River LIFE project (LIFE08 NAT/S/000266), Flexpeil. Helmholtz Association long-term research program TERENO (Terrestrial Environmental Observatories). PS received funding from the Polish Ministry of Science and Higher Education (grant nr. N N305 304840). AS acknowledges funding by ETH Zurich project FEVER ETH-27 19-1. LSC received funding from NSERC Canada Graduate Scholarship (Doctoral) Program; LSC was also supported by ArcticNet-NCE (insert grant #). Conselho Nacional de Desenvolvimento Cientifico e Tecnologico (141513/2017-9); FundacAo Carlos Chagas Filho de Amparo a Pesquisa do Estado do Rio de Janeiro (E26/200.84/2019). ZS received funding from the SRDA (grants nos. APVV-16-0325 and APVV-20-0365) and from the ERDF (grant no. ITMS 313011S735, CE LignoSilva). JS, MB and CA received funding from core budget of ETH Zurich. State excellence Program M-V \"WETSCAPES\". AfricanBioServices project funded by the EU Horizon 2020 grant number 641918. The authors from KIT/IMK-IFU acknowledge the funding received within the German Terrestrial Environmental Observatories (TERENO) research program of the Helmholtz Association and from the Bavarian Ministry of the Environment and Public Health (UGV06080204000). Deutsche Forschungsgemeinschaft (DFG, German Research Foundation), project number 192626868, in the framework of the collaborative German-Indonesian research project CRC 990 (SFB): 'EFForTS, Ecological and Socioeconomic Functions of Tropical Lowland Rainforest Transformation Systems (Sumatra, Indonesia)'. MS received funding from the Ministry of Education, Youth and Sports of the Czech Republic (grant nr. INTER-TRANSFER LTT19018). TT received funding from the Swedish National Space Board (SNSB Dnr 95/16) and the CASSECS project supported by the European Union. HJDT received funding from the UK Natural Environment Research Council (NERC doctoral training partnership grant NE/L002558/1). German Science Foundation (DFG) GraKo 2010 \"Response\". PDT received funding from the MEMOIRE project (PN-III-P1-1.1-PD2016-0925). Arctic Challenge for Sustainability II (ArCS II; JPMXD1420318865). JU received funding from Czech Science Foundation (grant nr. 21-11487S). TU received funding from the Romanian Ministry of Education and Research (CCCDI - UEFISCDI -project PN-III-P2-2.1-PED-2019-4924 and PN2019-2022/19270201-Ctr. 25N BIODIVERS 3-BIOSERV). AV acknowledge funding from RSF, project 21-14-00209. GFV received funding from the Dutch Research Council NWO (Veni grant, no. 863.14.013). Australian Research Council Discovery Early Career Research Award DE140101611. FGAV received funding from the Portuguese Science Foundation (FCT) under CEECIND/02509/2018, CESAM (UIDP/50017/2020+UIDB/50017/2020), FCT/MCTES through national funds, and the co-funding by the FEDER, within the PT2020 Partnership Agreement and Compete 2020. Ordesa y Monte Perdido National Park. MVI received funding from the Spanish Ministry of Science and Innovation through a doctoral grant (FPU17/05869). JW received funding from the Czech Science Foundation (grant nr. 20-28119S) and the Czech Academy of Sciences (grant nr. RVO 67985939). CR and SW received funding from the Swiss Federal Office for the Environment (FOEN) and the de Giacomi foundation. YY received funding from the National Natural Science Foundation of China (Grant no. 41861134039 and 41941015). ZY received funding from the National Natural Science Foundation of China (grant nr. 41877458). FZ received funding from the Swiss National Science Foundation (grant nr. 172198 and 193645). PZ received funding from the Funding Org. Knut and Alice Wallenberg Foundation (grant no. 2015.0047). JL received funding from (i) the Agence Nationale de la Recherche (ANR), under the framework of the young investigators (JCJC) funding instrument (ANR JCJC Grant project NoANR-19-CE32-0005-01: IMPRINT) (ii) the Centre National de la Recherche Scientifique (CNRS) (Defi INFINITI 2018: MORFO); and the Structure Federative de Recherche (SFR) Condorcet (FR CNRS 3417: CREUSE). Fieldwork in the Arctic got facilitated by funding from the EU INTERACT program. SN, UAT, JJA and JvO would like to thank the field team of the Vegetation Dynamics group for their efforts and hard work. We acknowledge Dominique Tristan for letting access to the field. For the logistic support the crew of INACH and Gabriel de Castilla Station team on Deception Island. We thank the Inuvialuit and Kluane First Nations for the opportunity to work on their land. MAdP acknowledges fieldwork assistance and logistics support to Unidad de Tecnologia Marina CSIC, and the crew of Juan Carlos I and Gabriel de Castilla Spanish Antarctic Stations, as well as to the different colleagues from UAH that helped on the instrument maintenance. ERF acknowledges fieldwork assistance by Martin Heggli. MBG acknowledges fieldwork and technical assistance by P Abadia, C Benede, P Bravo, J Gomez, M Grasa, R Jimenez, H Miranda, B Ponz, J Revilla and P Tejero and the Ordesa and Monte Perdido National Park staff. LH acknowledges field assistance by John Jacobs, Andrew Trant, Robert Way, Darroch Whitaker; we acknowledge the Inuit of Nunatsiavut, and the Co-management Board of Torngat Mountains National Park for their support of this project and acknowledge that the field research was conducted on their traditional lands. We thank our many bear guides, especially Boonie, Eli, Herman, John and Maria Merkuratsuk. AAK acknowledges field support of Akhtar Malik, Rameez Ahmad. Part of microclimatic records from Saxony was funded by the Saxon Switzerland National Park Administration. Tyson Research Center. JP acknowledges field support of Emmanuel Malet (Edytem) and Rangers of Reserves Naturelles de Haute-Savoie (ASTERS). Practical help: Roel H. Janssen, N. Huig, E. Bakker, Schools in the tepaseforsoket, Forskar fredag, Erik Herberg. The support by the Bavarian Forest National Park administration is highly appreciated. LvdB acknowledges CONAF and onsite support from the park rangers from PN Pan de Azucar, PN La Campana, PN Nahuelbuta and from communidad agricola Quebrada de Talca. JL and FS acknowledge Manuel Nicolas and all forest officers from the Office National des Forets (ONF) who are in charge of the RENECOFOR network and who provided help and local support for the installation and maintenance of temperature loggers in the field., Research in global change ecology relies heavily on global climatic grids derived from estimates of air temperature in open areas at around 2 m above the ground. These climatic grids do not reflect conditions below vegetation canopies and near the ground surface, where critical ecosystem functions occur and most terrestrial species reside. Here, we provide global maps of soil temperature and bioclimatic variables at a 1-km2 resolution for 0–5 and 5–15 cm soil depth. These maps were created by calculating the difference (i.e. offset) between in situ soil temperature measurements, based on time series from over 1200 1-km2 p ixels ( summarized f rom 8 519 u nique t emperature sensors) across all the world's major terrestrial biomes, and coarse-grained air temperature estimates from ERA5-Land (an atmospheric reanalysis by the European Centre for Medium-Range Weather Forecasts). We show that mean annual soil temperature differs markedly from the corresponding gridded air temperature, by up to 10°C (mean = 3.0 ± 2.1°C), with substantial variation across biomes and seasons. Over the year, soils in cold and/or dry biomes are substantially warmer (+3.6 ± 2.3°C) than gridded air temperature, whereas soils in warm and humid environments are on average slightly cooler (−0.7 ± 2.3°C). The observed substantial and biome-specific offsets emphasize that the projected impacts of climate and climate change on near-surface biodiversity and ecosystem functioning are inaccurately assessed when air rather than soil temperature is used, especially in cold environments. The global soil-related bioclimatic variables provided here are an important step forward for any application in ecology and related disciplines. Nevertheless, we highlight the need to fill remaining geographic gaps by collecting more in situ measurements of microclimate conditions to further enhance the spatiotemporal resolution of global soil temperature products for ecological applications., FWO G018919N W001919N 12P1819N, DOB Ecology, University of Helsinki, Faculty of Science (MICROCLIM) 7510145, European Research Council (ERC) FORMICA 757833, Arctic Interactions at the University of Oulu, Academy of Finland 318930 337552, Maaja vesitekniikan tuki ry., Tiina and Antti Herlin Foundation, Nordenskiold Samfundet, Societas pro Fauna et Flora Fennica, Grant Agency of the Czech Republic 20-28119S 20-05840Y GA17-19376S 21-11487S, Czech Academy of Sciences RVO 67985939, National Geographic Society 9480-14 WW-240R-17, CISSC (program ICRP) 2397, Iran National Science Foundation (INSF) 96005914, Scottish Government's Rural and Environment Science and Analytical Services Division, Qatar Petroleum QUEX-CAS-QP-RD-18/19, European Union's Horizon 2020 research and innovation program 678841, Swiss National Science Foundation (SNSF), European Commission 172198 193645 31003A_176044, Ministry of Education, Youth & Sports - Czech Republic LTAUSA19137, Ministry of Science and Higher Education of the Russian Federation FSRZ-2020-0014, Independent Research Fund Denmark 8021-00423B 7027-00133B, German Research Foundation (DFG) DFG- FZT 118 202548816 TI 338/14-1 TI 338/14-2 BA 3843/6-1, grant project VEGA of the Ministry of Education of the Slovak Republic Slovak Academy of Sciences 2/0132/18, Forestry Commission, Universidad Javeriana, Direccion General de Cambio Climatico del Gobierno de Aragon, European Union's Horizon 2020 research and innovation program under the Marie Skodowska-Curie Grant 657627 SNF 407340_172433 40FA40_154245 20FI21_148992 20FI20_173691, European Commission 17841 774124, MCTI/CNPq/FNDCT 68/2013, Project 'Como as florestas da Amazonia Central respondem as variacoes climaticas? Efeitos sobre dinamica florestal e sinergia com a fragmentacAo florestal', Spanish Government, European Commission CGL2016-78093-R, ANID-FONDECYT 1181745, National Science Foundation, Poland UMO-2017/27/B/ST10/02228, National Research Foundation - South Africa, Australian Research Council, Slovak Research and Development Agency APVV-19-0319, Instituto Antartico Chileno INACH_RT-48_16 INACH FR-0418, Comision Nacional de Investigacion Cientifica y Tecnologica (CONICYT) PIA APOYO CCTE AFB170008 PIA AFB170008, UK Research & Innovation (UKRI), Natural Environment Research Council (NERC), Research Council of Norway, European Commission 230970, NERC E3 doctoral training partnership grant at the University of Edinburgh NE/L002558/1, Carnegie Trust for the Universities of Scotland, Gobern of Spain PERMAPLANET CTM2009-10165-E ANTARPERMA CTM2011-15565-E PERMASNOW CTM2014-52021-R, University of Alcala, Spanish Polar Committee, Autonomous Province of Bolzano (ITA), ScotNature, NERC National Capability LTS-S: UK-SCAPE NE/R016429/1, Ministry of Education, Youth & Sports - Czech Republic LTAUSA18007, Kempe Foundation JCK-1112 JCK-1822, Ministry of Education, Youth and Sports of the Czech Republic within the National Sustainability Programme I (NPU I) LO1415, project for national infrastructure support CzeCOS/ICOS LM2015061 GLORIA-EU EVK2-CT2000-00056, Tiroler Wissenschaftsfonds, University of Innsbruck, Sime Darby Foundation, Jardin Botanico Atlantico SV-20-GIJON-JBA, Federal Ministry of Education & Research (BMBF) 01LL0912 01LG1201M 01LG1201N, Comision Nacional de Investigacion Cientifica y Tecnologica (CONICYT) CONICYT FONDECYT 11170516 1180205, ANID PIA / BASAL FB210006, National Parks (DYNBIO) 1656/2015, Spanish Research Agency (VULBIMON) CGL2017-90040-R, Swiss National Science Foundation (SNSF) 20FI20_173691, Biotechnology and Biological Sciences Research Council (BBSRC) 206/D16053 FWO G0H1517N, EU Horizon2020 INFRAIA project eLTER-PLUS 871128, project LTER-CWN (FFG, F&E Infrastrukturforderung) 858024, Austrian Climate Research Program ACRP7 - CentForCSink - KR14AC7K11960, iDiv by the German Research Foundation DFG- FZT 118 202548816, Baden-Wurttemberg Ministry of Science, Research and Arts, Weston Foundation, ArcticNet, Natural Sciences and Engineering Research Council of Canada (NSERC) RGPIN-06691, Villum Foundation 17523, Ministry of Education, Youth & Sports - Czech Republic LM2015078 VAN2020/01 CZ.02.1.01/0.0/0.0/16_013/0001708 LTT17033 LTT20017 INTER-TRANSFER LTT19018, Bolin Centre for Climate Research, Stockholm University, Swedish Research Council Swedish Research Council Formas 2014-00530 2018-00792 2016-01187, Swedish Forest Society Foundation 2018-485-Steg 2 2017, Federal Ministry of Education & Research (BMBF) FKZ 031B0516C SUSALPS, Oberfrankenstiftung OFS FP00237, Energy Research Fund NYR-11 - 2019 NYR-18 - 2020, UK NERC Independent Research Fellowship NE/S01537X/1, National Science Centre, Poland 2016/21/B/ST10/02271, Polish National Centre for Research and Development Pol-Nor/203258/31/2013, MoEFCC, Govt of India (AICOPTAX project) 22018/12/2015/RE/Tax, Swedish Research Council Formas 2018-01781 2018-02700 2019-00836, research infrastructure ICOS-SE, National Research, Development and Innovation Fund of Hungary K128441, Programa Operativo FEDER 2018 B1-RNM-163-UGR-18, Norwegian Research Council (NORKLIMA grants) 184912 244525, CONICYT-PAI 79170119, ANID-MPG 190029, project MIUR PON Cluster OT4CLIMA, Stelvio National Park, AIAS-COFUND fellowship programme - Marie Skodowska- Curie actions under the European Union's Seventh Framework Pro-gramme for Research, Technological development and Demonstration 609033, Aarhus University Research Foundation, Denmark, EU FP6 NitroEurope 17841, EU FP7 ECLAIRE 282910, Ministry of Education and Science of Ukraine 505 550 574 602, GEF-UNEP NEC05348, ENI CBC BSB PONTOS BSB 889, Netherlands Organization for Scientific Research (NWO) 016.VICI.170.072, New Frontiers in Research Fund-Exploration NFRF-2018-02043, Natural Sciences and Engineering Research Council of Canada (NSERC), Australian Research Council DE180100570, National Science Foundation (NSF) DEB 1557094, International Center for Advanced Renewable Energy and Sustainability (I-CARES) at Washington University in St. Louis, Smithsonian Institution Smithsonian Tropical Research Institute, Tyson Research Center, UK Natural Environment Research Council through the ShrubTundra Project NE/M016323/1, Swedish Research Council Formas Swedish Research Council, Kempe Foundations - 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Biodiversity and Ecosystem services in a Changing Climate, Research Foundation Flanders (FWO-SBO) S000619N

Published
2021
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22. Global maps of soil temperature

Author

Lembrechts, Jonas J, van den Hoogen, Johan, Aalto, Juha, Ashcroft, Michael B, De Frenne, Pieter, Kemppinen, Julia, Kopecký, Martin, Luoto, Miska, Maclean, Ilya M D, Crowther, Thomas W, Bailey, Joseph J, Haesen, Stef, Klinges, David H, Niittynen, Pekka, Scheffers, Brett R, Van Meerbeek, Koenraad, Aartsma, Peter, Abdalaze, Otar, Abedi, Mehdi, Aerts, Rien, Ahmadian, Negar, Ahrends, Antje, Alatalo, Juha M, Alexander, Jake M, Allonsius, Camille Nina, Altman, Jan, Ammann, Christof, Andres, Christian, Andrews, Christopher, Ardö, Jonas, Arriga, Nicola, Arzac, Alberto, Aschero, Valeria, Assis, Rafael L, Assmann, Jakob Johann, Bader, Maaike Y, Bahalkeh, Khadijeh, Barančok, Peter, Barrio, Isabel C, Barros, Agustina, Barthel, Matti, Basham, Edmund W, Bauters, Marijn, Bazzichetto, Manuele, Marchesini, Luca Belelli, Bell, Michael C, Benavides, Juan C, Benito Alonso, José Luis, Berauer, Bernd J, Bjerke, Jarle W, Björk, Robert G, Björkman, Mats P, Björnsdóttir, Katrin, Blonder, Benjamin, Boeckx, Pascal, Boike, Julia, Bokhorst, Stef, Brum, Bárbara N S, Brůna, Josef, Buchmann, Nina, Buysse, Pauline, Camargo, José Luís, Campoe, Otávio C, Candan, Onur, Canessa, Rafaella, Cannone, Nicoletta, Carbognani, Michele, Carnicer, Jofre, Casanova-Katny, Angélica, Cesarz, Simone, Chojnicki, Bogdan, Choler, Philippe, Chown, Steven L, Cifuentes, Edgar F, Čiliak, Marek, Contador, Tamara, Convey, Peter, Cooper, Elisabeth J, Cremonese, Edoardo, Curasi, Salvatore R, Curtis, Robin, Cutini, Maurizio, Dahlberg, C Johan, Daskalova, Gergana N, de Pablo, Miguel Angel, Della Chiesa, Stefano, Dengler, Jürgen, Deronde, Bart, Descombes, Patrice, Di Cecco, Valter, Di Musciano, Michele, Dick, Jan, Dimarco, Romina D, Dolezal, Jiri, Dorrepaal, Ellen, Dušek, Jiří, Eisenhauer, Nico, Eklundh, Lars, Erickson, Todd E, Erschbamer, Brigitta, Eugster, Werner, Ewers, Robert M, Exton, Dan A, Fanin, Nicolas, Fazlioglu, Fatih, Feigenwinter, Iris, Fenu, Giuseppe, Ferlian, Olga, Fernández Calzado, M Rosa, Fernández-Pascual, Eduardo, Finckh, Manfred, Higgens, Rebecca Finger, Forte, T'ai G W, Freeman, Erika C, Frei, Esther R, Fuentes-Lillo, Eduardo, García, Rafael A, García, María B, Géron, Charly, Gharun, Mana, Ghosn, Dany, Gigauri, Khatuna, Gobin, Anne, Goded, Ignacio, Goeckede, Mathias, Gottschall, Felix, Goulding, Keith, Govaert, Sanne, Graae, Bente Jessen, Greenwood, Sarah, Greiser, Caroline, Grelle, Achim, Guénard, Benoit, Guglielmin, Mauro, Guillemot, Joannès, Haase, Peter, Haider, Sylvia, Halbritter, Aud H, Hamid, Maroof, Hammerle, Albin, Hampe, Arndt, Haugum, Siri V, Hederová, Lucia, Heinesch, Bernard, Helfter, Carole, Hepenstrick, Daniel, Herberich, Maximiliane, Herbst, Mathias, Hermanutz, Luise, Hik, David S, Hoffrén, Raúl, Homeier, Jürgen, Hörtnagl, Lukas, Høye, Toke T, Hrbacek, Filip, Hylander, Kristoffer, Iwata, Hiroki, Jackowicz-Korczynski, Marcin Antoni, Jactel, Hervé, Järveoja, Järvi, Jastrzębowski, Szymon, Jentsch, Anke, Jiménez, Juan J, Jónsdóttir, Ingibjörg S, Jucker, Tommaso, Jump, Alistair S, Juszczak, Radoslaw, Kanka, Róbert, Kašpar, Vít, Kazakis, George, Kelly, Julia, Khuroo, Anzar A, Klemedtsson, Leif, Klisz, Marcin, Kljun, Natascha, Knohl, Alexander, Kobler, Johannes, Kollár, Jozef, Kotowska, Martyna M, Kovács, Bence, Kreyling, Juergen, Lamprecht, Andrea, Lang, Simone I, Larson, Christian, Larson, Keith, Laska, Kamil, le Maire, Guerric, Leihy, Rachel I, Lens, Luc, Liljebladh, Bengt, Lohila, Annalea, Lorite, Juan, Loubet, Benjamin, Lynn, Joshua, Macek, Martin, Mackenzie, Roy, Magliulo, Enzo, Maier, Regine, Malfasi, Francesco, Máliš, František, Man, Matěj, Manca, Giovanni, Manco, Antonio, Manise, Tanguy, Manolaki, Paraskevi, Marciniak, Felipe, Matula, Radim, Mazzolari, Ana Clara, Medinets, Sergiy, Medinets, Volodymyr, Meeussen, Camille, Merinero, Sonia, Mesquita, Rita de Cássia Guimarães, Meusburger, Katrin, Meysman, Filip J R, Michaletz, Sean T, Milbau, Ann, Moiseev, Dmitry, Moiseev, Pavel, Mondoni, Andrea, Monfries, Ruth, Montagnani, Leonardo, Moriana-Armendariz, Mikel, Morra di Cella, Umberto, Mörsdorf, Martin, Mosedale, Jonathan R, Muffler, Lena, Muñoz-Rojas, Miriam, Myers, Jonathan A, Myers-Smith, Isla H, Nagy, Laszlo, Nardino, Marianna, Naujokaitis-Lewis, Ilona, Newling, Emily, Nicklas, Lena, Niedrist, Georg, Niessner, Armin, Nilsson, Mats B, Normand, Signe, Nosetto, Marcelo D, Nouvellon, Yann, Nuñez, Martin A, Ogaya, Romà, Ogée, Jérôme, Okello, Joseph, Olejnik, Janusz, Olesen, Jørgen Eivind, Opedal, Øystein H, Orsenigo, Simone, Palaj, Andrej, Pampuch, Timo, Panov, Alexey V, Pärtel, Meelis, Pastor, Ada, Pauchard, Aníbal, Pauli, Harald, Pavelka, Marian, Pearse, William D, Peichl, Matthias, Pellissier, Loïc, Penczykowski, Rachel M, Penuelas, Josep, Petit Bon, Matteo, Petraglia, Alessandro, Phartyal, Shyam S, Phoenix, Gareth K, Pio, Casimiro, Pitacco, Andrea, Pitteloud, Camille, Plichta, Roman, Porro, Francesco, Portillo-Estrada, Miguel, Poulenard, Jérôme, Poyatos, Rafael, Prokushkin, Anatoly S, Puchalka, Radoslaw, Pușcaș, Mihai, Radujković, Dajana, Randall, Krystal, Ratier Backes, Amanda, Remmele, Sabine, Remmers, Wolfram, Renault, David, Risch, Anita C, Rixen, Christian, Robinson, Sharon A, Robroek, Bjorn J M, Rocha, Adrian V, Rossi, Christian, Rossi, Graziano, Roupsard, Olivier, Rubtsov, Alexey V, Saccone, Patrick, Sagot, Clotilde, Sallo Bravo, Jhonatan, Santos, Cinthya C, Sarneel, Judith M, Scharnweber, Tobias, Schmeddes, Jonas, Schmidt, Marius, Scholten, Thomas, Schuchardt, Max, Schwartz, Naomi, Scott, Tony, Seeber, Julia, Segalin de Andrade, Ana Cristina, Seipel, Tim, Semenchuk, Philipp, Senior, Rebecca A, Serra-Diaz, Josep M, Sewerniak, Piotr, Shekhar, Ankit, Sidenko, Nikita V, Siebicke, Lukas, Siegwart Collier, Laura, Simpson, Elizabeth, Siqueira, David P, Sitková, Zuzana, Six, Johan, Smiljanic, Marko, Smith, Stuart W, Smith-Tripp, Sarah, Somers, Ben, Sørensen, Mia Vedel, Souza, José João L L, Souza, Bartolomeu Israel, Souza Dias, Arildo, Spasojevic, Marko J, Speed, James D M, Spicher, Fabien, Stanisci, Angela, Steinbauer, Klaus, Steinbrecher, Rainer, Steinwandter, Michael, Stemkovski, Michael, Stephan, Jörg G, Stiegler, Christian, Stoll, Stefan, Svátek, Martin, Svoboda, Miroslav, Tagesson, Torbern, Tanentzap, Andrew J, Tanneberger, Franziska, Theurillat, Jean-Paul, Thomas, Haydn J D, Thomas, Andrew D, Tielbörger, Katja, Tomaselli, Marcello, Treier, Urs Albert, Trouillier, Mario, Turtureanu, Pavel Dan, Tutton, Rosamond, Tyystjärvi, Vilna A, Ueyama, Masahito, Ujházy, Karol, Ujházyová, Mariana, Uogintas, Domas, Urban, Anastasiya V, Urban, Josef, Urbaniak, Marek, Ursu, Tudor-Mihai, Vaccari, Francesco Primo, Van de Vondel, Stijn, van den Brink, Liesbeth, Van Geel, Maarten, Vandvik, Vigdis, Vangansbeke, Pieter, Varlagin, Andrej, Veen, G F, Veenendaal, Elmar, Venn, Susanna E, Verbeeck, Hans, Verbrugggen, Erik, Verheijen, Frank G A, Villar, Luis, Vitale, Luca, Vittoz, Pascal, Vives-Ingla, Maria, von Oppen, Jonathan, Walz, Josefine, Wang, Runxi, Wang, Yifeng, Way, Robert G, Wedegärtner, Ronja E M, Weigel, Robert, Wild, Jan, Wilkinson, Matthew, Wilmking, Martin, Wingate, Lisa, Winkler, Manuela, Wipf, Sonja, Wohlfahrt, Georg, Xenakis, Georgios, Yang, Yan, Yu, Zicheng, Yu, Kailiang, Zellweger, Florian, Zhang, Jian, Zhang, Zhaochen, Zhao, Peng, Ziemblińska, Klaudia, Zimmermann, Reiner, Zong, Shengwei, Zyryanov, Viacheslav I, Nijs, Ivan, Lenoir, Jonathan, Lembrechts, Jonas J, van den Hoogen, Johan, Aalto, Juha, Ashcroft, Michael B, De Frenne, Pieter, Kemppinen, Julia, Kopecký, Martin, Luoto, Miska, Maclean, Ilya M D, Crowther, Thomas W, Bailey, Joseph J, Haesen, Stef, Klinges, David H, Niittynen, Pekka, Scheffers, Brett R, Van Meerbeek, Koenraad, Aartsma, Peter, Abdalaze, Otar, Abedi, Mehdi, Aerts, Rien, Ahmadian, Negar, Ahrends, Antje, Alatalo, Juha M, Alexander, Jake M, Allonsius, Camille Nina, Altman, Jan, Ammann, Christof, Andres, Christian, Andrews, Christopher, Ardö, Jonas, Arriga, Nicola, Arzac, Alberto, Aschero, Valeria, Assis, Rafael L, Assmann, Jakob Johann, Bader, Maaike Y, Bahalkeh, Khadijeh, Barančok, Peter, Barrio, Isabel C, Barros, Agustina, Barthel, Matti, Basham, Edmund W, Bauters, Marijn, Bazzichetto, Manuele, Marchesini, Luca Belelli, Bell, Michael C, Benavides, Juan C, Benito Alonso, José Luis, Berauer, Bernd J, Bjerke, Jarle W, Björk, Robert G, Björkman, Mats P, Björnsdóttir, Katrin, Blonder, Benjamin, Boeckx, Pascal, Boike, Julia, Bokhorst, Stef, Brum, Bárbara N S, Brůna, Josef, Buchmann, Nina, Buysse, Pauline, Camargo, José Luís, Campoe, Otávio C, Candan, Onur, Canessa, Rafaella, Cannone, Nicoletta, Carbognani, Michele, Carnicer, Jofre, Casanova-Katny, Angélica, Cesarz, Simone, Chojnicki, Bogdan, Choler, Philippe, Chown, Steven L, Cifuentes, Edgar F, Čiliak, Marek, Contador, Tamara, Convey, Peter, Cooper, Elisabeth J, Cremonese, Edoardo, Curasi, Salvatore R, Curtis, Robin, Cutini, Maurizio, Dahlberg, C Johan, Daskalova, Gergana N, de Pablo, Miguel Angel, Della Chiesa, Stefano, Dengler, Jürgen, Deronde, Bart, Descombes, Patrice, Di Cecco, Valter, Di Musciano, Michele, Dick, Jan, Dimarco, Romina D, Dolezal, Jiri, Dorrepaal, Ellen, Dušek, Jiří, Eisenhauer, Nico, Eklundh, Lars, Erickson, Todd E, Erschbamer, Brigitta, Eugster, Werner, Ewers, Robert M, Exton, Dan A, Fanin, Nicolas, Fazlioglu, Fatih, Feigenwinter, Iris, Fenu, Giuseppe, Ferlian, Olga, Fernández Calzado, M Rosa, Fernández-Pascual, Eduardo, Finckh, Manfred, Higgens, Rebecca Finger, Forte, T'ai G W, Freeman, Erika C, Frei, Esther R, Fuentes-Lillo, Eduardo, García, Rafael A, García, María B, Géron, Charly, Gharun, Mana, Ghosn, Dany, Gigauri, Khatuna, Gobin, Anne, Goded, Ignacio, Goeckede, Mathias, Gottschall, Felix, Goulding, Keith, Govaert, Sanne, Graae, Bente Jessen, Greenwood, Sarah, Greiser, Caroline, Grelle, Achim, Guénard, Benoit, Guglielmin, Mauro, Guillemot, Joannès, Haase, Peter, Haider, Sylvia, Halbritter, Aud H, Hamid, Maroof, Hammerle, Albin, Hampe, Arndt, Haugum, Siri V, Hederová, Lucia, Heinesch, Bernard, Helfter, Carole, Hepenstrick, Daniel, Herberich, Maximiliane, Herbst, Mathias, Hermanutz, Luise, Hik, David S, Hoffrén, Raúl, Homeier, Jürgen, Hörtnagl, Lukas, Høye, Toke T, Hrbacek, Filip, Hylander, Kristoffer, Iwata, Hiroki, Jackowicz-Korczynski, Marcin Antoni, Jactel, Hervé, Järveoja, Järvi, Jastrzębowski, Szymon, Jentsch, Anke, Jiménez, Juan J, Jónsdóttir, Ingibjörg S, Jucker, Tommaso, Jump, Alistair S, Juszczak, Radoslaw, Kanka, Róbert, Kašpar, Vít, Kazakis, George, Kelly, Julia, Khuroo, Anzar A, Klemedtsson, Leif, Klisz, Marcin, Kljun, Natascha, Knohl, Alexander, Kobler, Johannes, Kollár, Jozef, Kotowska, Martyna M, Kovács, Bence, Kreyling, Juergen, Lamprecht, Andrea, Lang, Simone I, Larson, Christian, Larson, Keith, Laska, Kamil, le Maire, Guerric, Leihy, Rachel I, Lens, Luc, Liljebladh, Bengt, Lohila, Annalea, Lorite, Juan, Loubet, Benjamin, Lynn, Joshua, Macek, Martin, Mackenzie, Roy, Magliulo, Enzo, Maier, Regine, Malfasi, Francesco, Máliš, František, Man, Matěj, Manca, Giovanni, Manco, Antonio, Manise, Tanguy, Manolaki, Paraskevi, Marciniak, Felipe, Matula, Radim, Mazzolari, Ana Clara, Medinets, Sergiy, Medinets, Volodymyr, Meeussen, Camille, Merinero, Sonia, Mesquita, Rita de Cássia Guimarães, Meusburger, Katrin, Meysman, Filip J R, Michaletz, Sean T, Milbau, Ann, Moiseev, Dmitry, Moiseev, Pavel, Mondoni, Andrea, Monfries, Ruth, Montagnani, Leonardo, Moriana-Armendariz, Mikel, Morra di Cella, Umberto, Mörsdorf, Martin, Mosedale, Jonathan R, Muffler, Lena, Muñoz-Rojas, Miriam, Myers, Jonathan A, Myers-Smith, Isla H, Nagy, Laszlo, Nardino, Marianna, Naujokaitis-Lewis, Ilona, Newling, Emily, Nicklas, Lena, Niedrist, Georg, Niessner, Armin, Nilsson, Mats B, Normand, Signe, Nosetto, Marcelo D, Nouvellon, Yann, Nuñez, Martin A, Ogaya, Romà, Ogée, Jérôme, Okello, Joseph, Olejnik, Janusz, Olesen, Jørgen Eivind, Opedal, Øystein H, Orsenigo, Simone, Palaj, Andrej, Pampuch, Timo, Panov, Alexey V, Pärtel, Meelis, Pastor, Ada, Pauchard, Aníbal, Pauli, Harald, Pavelka, Marian, Pearse, William D, Peichl, Matthias, Pellissier, Loïc, Penczykowski, Rachel M, Penuelas, Josep, Petit Bon, Matteo, Petraglia, Alessandro, Phartyal, Shyam S, Phoenix, Gareth K, Pio, Casimiro, Pitacco, Andrea, Pitteloud, Camille, Plichta, Roman, Porro, Francesco, Portillo-Estrada, Miguel, Poulenard, Jérôme, Poyatos, Rafael, Prokushkin, Anatoly S, Puchalka, Radoslaw, Pușcaș, Mihai, Radujković, Dajana, Randall, Krystal, Ratier Backes, Amanda, Remmele, Sabine, Remmers, Wolfram, Renault, David, Risch, Anita C, Rixen, Christian, Robinson, Sharon A, Robroek, Bjorn J M, Rocha, Adrian V, Rossi, Christian, Rossi, Graziano, Roupsard, Olivier, Rubtsov, Alexey V, Saccone, Patrick, Sagot, Clotilde, Sallo Bravo, Jhonatan, Santos, Cinthya C, Sarneel, Judith M, Scharnweber, Tobias, Schmeddes, Jonas, Schmidt, Marius, Scholten, Thomas, Schuchardt, Max, Schwartz, Naomi, Scott, Tony, Seeber, Julia, Segalin de Andrade, Ana Cristina, Seipel, Tim, Semenchuk, Philipp, Senior, Rebecca A, Serra-Diaz, Josep M, Sewerniak, Piotr, Shekhar, Ankit, Sidenko, Nikita V, Siebicke, Lukas, Siegwart Collier, Laura, Simpson, Elizabeth, Siqueira, David P, Sitková, Zuzana, Six, Johan, Smiljanic, Marko, Smith, Stuart W, Smith-Tripp, Sarah, Somers, Ben, Sørensen, Mia Vedel, Souza, José João L L, Souza, Bartolomeu Israel, Souza Dias, Arildo, Spasojevic, Marko J, Speed, James D M, Spicher, Fabien, Stanisci, Angela, Steinbauer, Klaus, Steinbrecher, Rainer, Steinwandter, Michael, Stemkovski, Michael, Stephan, Jörg G, Stiegler, Christian, Stoll, Stefan, Svátek, Martin, Svoboda, Miroslav, Tagesson, Torbern, Tanentzap, Andrew J, Tanneberger, Franziska, Theurillat, Jean-Paul, Thomas, Haydn J D, Thomas, Andrew D, Tielbörger, Katja, Tomaselli, Marcello, Treier, Urs Albert, Trouillier, Mario, Turtureanu, Pavel Dan, Tutton, Rosamond, Tyystjärvi, Vilna A, Ueyama, Masahito, Ujházy, Karol, Ujházyová, Mariana, Uogintas, Domas, Urban, Anastasiya V, Urban, Josef, Urbaniak, Marek, Ursu, Tudor-Mihai, Vaccari, Francesco Primo, Van de Vondel, Stijn, van den Brink, Liesbeth, Van Geel, Maarten, Vandvik, Vigdis, Vangansbeke, Pieter, Varlagin, Andrej, Veen, G F, Veenendaal, Elmar, Venn, Susanna E, Verbeeck, Hans, Verbrugggen, Erik, Verheijen, Frank G A, Villar, Luis, Vitale, Luca, Vittoz, Pascal, Vives-Ingla, Maria, von Oppen, Jonathan, Walz, Josefine, Wang, Runxi, Wang, Yifeng, Way, Robert G, Wedegärtner, Ronja E M, Weigel, Robert, Wild, Jan, Wilkinson, Matthew, Wilmking, Martin, Wingate, Lisa, Winkler, Manuela, Wipf, Sonja, Wohlfahrt, Georg, Xenakis, Georgios, Yang, Yan, Yu, Zicheng, Yu, Kailiang, Zellweger, Florian, Zhang, Jian, Zhang, Zhaochen, Zhao, Peng, Ziemblińska, Klaudia, Zimmermann, Reiner, Zong, Shengwei, Zyryanov, Viacheslav I, Nijs, Ivan, and Lenoir, Jonathan

Abstract

Research in global change ecology relies heavily on global climatic grids derived from estimates of air temperature in open areas at around 2 m above the ground. These climatic grids do not reflect conditions below vegetation canopies and near the ground surface, where critical ecosystem functions occur and most terrestrial species reside. Here, we provide global maps of soil temperature and bioclimatic variables at a 1-km2 resolution for 0-5 and 5-15 cm soil depth. These maps were created by calculating the difference (i.e. offset) between in situ soil temperature measurements, based on time series from over 1200 1-km2 pixels (summarized from 8519 unique temperature sensors) across all the world's major terrestrial biomes, and coarse-grained air temperature estimates from ERA5-Land (an atmospheric reanalysis by the European Centre for Medium-Range Weather Forecasts). We show that mean annual soil temperature differs markedly from the corresponding gridded air temperature, by up to 10°C (mean = 3.0 ± 2.1°C), with substantial variation across biomes and seasons. Over the year, soils in cold and/or dry biomes are substantially warmer (+3.6 ± 2.3°C) than gridded air temperature, whereas soils in warm and humid environments are on average slightly cooler (-0.7 ± 2.3°C). The observed substantial and biome-specific offsets emphasize that the projected impacts of climate and climate change on near-surface biodiversity and ecosystem functioning are inaccurately assessed when air rather than soil temperature is used, especially in cold environments. The global soil-related bioclimatic variables provided here are an important step forward for any application in ecology and related disciplines. Nevertheless, we highlight the need to fill remaining geographic gaps by collecting more in situ measurements of microclimate conditions to further enhance the spatiotemporal resolution of global soil temperature products for ecological applications.

Published
2022

23. Global maps of soil temperature

Author

Lembrechts, Jonas J., van den Hoogen, Johan, Aalto, Juha, Ashcroft, Michael B., De Frenne, Pieter, Kemppinen, Julia, Kopecký, Martin, Luoto, Miska, Maclean, Ilya M. D., Crowther, Thomas W., Bailey, Joseph J., Haesen, Stef, Klinges, David H., Niittynen, Pekka, Scheffers, Brett R., Van Meerbeek, Koenraad, Aartsma, Peter, Abdalaze, Otar, Abedi, Mehdi, Aerts, Rien, Ahmadian, Negar, Ahrends, Antje, Alatalo, Juha M., Alexander, Jake M., Nina Allonsius, Camille, Altman, Jan, Ammann, Christof, Andres, Christian, Andrews, Christopher, Ardö, Jonas, Arriga, Nicola, Arzac, Alberto, Aschero, Valeria, Assis, Rafael L., Johann Assmann, Jakob, Bader, Maaike Y., Bahalkeh, Khadijeh, Barančok, Peter, Barrio, Isabel C., Barros, Agustina, Barthel, Matti, Basham, Edmund W., Bauters, Marijn, Bazzichetto, Manuele, Belelli Marchesini, Luca, Bell, Michael C., Benavides, Juan C., Luis Benito Alonso, José, Berauer, Bernd J., Bjerke, Jarle W., Björk, Robert G., Björkman, Mats P., Björnsdóttir, Katrin, Blonder, Benjamin, Boeckx, Pascal, Boike, Julia, Bokhorst, Stef, Brum, Bárbara N.S., Brůna, Josef, Buchmann, Nina, Buysse, Pauline, Luís Camargo, José, Campoe, Otávio C., Candan, Onur, Canessa, Rafaella, Cannone, Nicoletta, Carbognani, Michele, Carnicer, Jofre, Casanova‐Katny, Angélica, Cesarz, Simone, Chojnicki, Bogdan, Choler, Philippe, Chown, Steven L., Cifuentes, Edgar F., Čiliak, Marek, Contador, Tamara, Convey, Peter, Cooper, Elisabeth J., Cremonese, Edoardo, Curasi, Salvatore R., Curtis, Robin, Cutini, Maurizio, Johan Dahlberg, C., Daskalova, Gergana N., Angel de Pablo, Miguel, Della Chiesa, Stefano, Dengler, Jürgen, Deronde, Bart, Descombes, Patrice, Di Cecco, Valter, Di Musciano, Michele, Dick, Jan, Dimarco, Romina D., Dolezal, Jiri, Dorrepaal, Ellen, Dušek, Jiří, Eisenhauer, Nico, Eklundh, Lars, Erickson, Todd E., Erschbamer, Brigitta, Eugster, Werner, Ewers, Robert M., Exton, Dan A., Fanin, Nicolas, Fazlioglu, Fatih, Feigenwinter, Iris, Fenu, Giuseppe, Ferlian, Olga, Rosa Fernández Calzado, M., Fernández‐Pascual, Eduardo, Finckh, Manfred, Finger Higgens, Rebecca, Forte, T'ai G.W., Freeman, Erika C., Frei, Esther R., Fuentes‐Lillo, Eduardo, García, Rafael A., García, María B., Géron, Charly, Gharun, Mana, Ghosn, Dany, Gigauri, Khatuna, Gobin, Anne, Goded, Ignacio, Goeckede, Mathias, Gottschall, Felix, Goulding, Keith, Govaert, Sanne, Jessen Graae, Bente, Greenwood, Sarah, Greiser, Caroline, Grelle, Achim, Guénard, Benoit, Guglielmin, Mauro, Guillemot, Joannès, Haase, Peter, Haider, Sylvia, Halbritter, Aud H., Hamid, Maroof, Hammerle, Albin, Hampe, Arndt, Haugum, Siri V., Hederová, Lucia, Heinesch, Bernard, Helfter, Carole, Hepenstrick, Daniel, Herberich, Maximiliane, Herbst, Mathias, Hermanutz, Luise, Hik, David S., Hoffrén, Raúl, Homeier, Jürgen, Hörtnagl, Lukas, Høye, Toke T., Hrbacek, Filip, Hylander, Kristoffer, Iwata, Hiroki, Antoni Jackowicz‐Korczynski, Marcin, Jactel, Hervé, Järveoja, Järvi, Jastrzębowski, Szymon, Jentsch, Anke, Jiménez, Juan J., Jónsdóttir, Ingibjörg S., Jucker, Tommaso, Jump, Alistair S., Juszczak, Radoslaw, Kanka, Róbert, Kašpar, Vít, Kazakis, George, Kelly, Julia, Khuroo, Anzar A., Klemedtsson, Leif, Klisz, Marcin, Kljun, Natascha, Knohl, Alexander, Kobler, Johannes, Kollár, Jozef, Kotowska, Martyna M., Kovács, Bence, Kreyling, Juergen, Lamprecht, Andrea, Lang, Simone I., Larson, Christian, Larson, Keith, Laska, Kamil, le Maire, Guerric, Leihy, Rachel I., Lens, Luc, Liljebladh, Bengt, Lohila, Annalea, Lorite, Juan, Loubet, Benjamin, Lynn, Joshua, Macek, Martin, Mackenzie, Roy, Magliulo, Enzo, Maier, Regine, Malfasi, Francesco, Máliš, František, Man, Matěj, Manca, Giovanni, Manco, Antonio, Manise, Tanguy, Manolaki, Paraskevi, Marciniak, Felipe, Matula, Radim, Clara Mazzolari, Ana, Medinets, Sergiy, Medinets, Volodymyr, Meeussen, Camille, Merinero, Sonia, de Cássia Guimarães Mesquita, Rita, Meusburger, Katrin, Meysman, Filip J.R., Michaletz, Sean T., Milbau, Ann, Moiseev, Dmitry, Moiseev, Pavel, Mondoni, Andrea, Monfries, Ruth, Montagnani, Leonardo, Moriana‐Armendariz, Mikel, Morra di Cella, Umberto, Mörsdorf, Martin, Mosedale, Jonathan R., Muffler, Lena, Muñoz‐Rojas, Miriam, Myers, Jonathan A., Myers‐Smith, Isla H., Nagy, Laszlo, Nardino, Marianna, Naujokaitis‐Lewis, Ilona, Newling, Emily, Nicklas, Lena, Niedrist, Georg, Niessner, Armin, Nilsson, Mats B., Normand, Signe, Nosetto, Marcelo D., Nouvellon, Yann, Nuñez, Martin A., Ogaya, Romà, Ogée, Jérôme, Okello, Joseph, Olejnik, Janusz, Eivind Olesen, Jørgen, Opedal, Øystein, Orsenigo, Simone, Palaj, Andrej, Pampuch, Timo, Panov, Alexey V., Pärtel, Meelis, Pastor, Ada, Pauchard, Aníbal, Pauli, Harald, Pavelka, Marian, Pearse, William D., Peichl, Matthias, Pellissier, Loïc, Penczykowski, Rachel M., Penuelas, Josep, Petit Bon, Matteo, Petraglia, Alessandro, Phartyal, Shyam S., Phoenix, Gareth K., Pio, Casimiro, Pitacco, Andrea, Pitteloud, Camille, Plichta, Roman, Porro, Francesco, Portillo‐Estrada, Miguel, Poulenard, Jérôme, Poyatos, Rafael, Prokushkin, Anatoly S., Puchalka, Radoslaw, Pușcaș, Mihai, Radujković, Dajana, Randall, Krystal, Ratier Backes, Amanda, Remmele, Sabine, Remmers, Wolfram, Renault, David, Risch, Anita C., Rixen, Christian, Robinson, Sharon A., Robroek, Bjorn J.M., Rocha, Adrian V., Rossi, Christian, Rossi, Graziano, Roupsard, Olivier, Rubtsov, Alexey V., Saccone, Patrick, Sagot, Clotilde, Sallo Bravo, Jhonatan, Santos, Cinthya C., Sarneel, Judith M., Scharnweber, Tobias, Schmeddes, Jonas, Schmidt, Marius, Scholten, Thomas, Schuchardt, Max, Schwartz, Naomi, Scott, Tony, Seeber, Julia, Cristina Segalin de Andrade, Ana, Seipel, Tim, Semenchuk, Philipp, Senior, Rebecca A., Serra‐Diaz, Josep M., Sewerniak, Piotr, Shekhar, Ankit, Sidenko, Nikita V., Siebicke, Lukas, Siegwart Collier, Laura, Simpson, Elizabeth, Siqueira, David P., Sitková, Zuzana, Six, Johan, Smiljanic, Marko, Smith, Stuart W., Smith‐Tripp, Sarah, Somers, Ben, Vedel Sørensen, Mia, João L. L. Souza, José, Israel Souza, Bartolomeu, Souza Dias, Arildo, Spasojevic, Marko J., Speed, James D.M., Spicher, Fabien, Stanisci, Angela, Steinbauer, Klaus, Steinbrecher, Rainer, Steinwandter, Michael, Stemkovski, Michael, Stephan, Jörg G., Stiegler, Christian, Stoll, Stefan, Svátek, Martin, Svoboda, Miroslav, Tagesson, Torbern, Tanentzap, Andrew J., Tanneberger, Franziska, Theurillat, Jean‐Paul, Thomas, Haydn J.D., Thomas, Andrew D., Tielbörger, Katja, Tomaselli, Marcello, Albert Treier, Urs, Trouillier, Mario, Dan Turtureanu, Pavel, Tutton, Rosamond, Tyystjärvi, Vilna A., Ueyama, Masahito, Ujházy, Karol, Ujházyová, Mariana, Uogintas, Domas, Urban, Anastasiya V., Urban, Josef, Urbaniak, Marek, Ursu, Tudor‐Mihai, Primo Vaccari, Francesco, Van de Vondel, Stijn, van den Brink, Liesbeth, Van Geel, Maarten, Vandvik, Vigdis, Vangansbeke, Pieter, Varlagin, Andrej, Veen, G.F., Veenendaal, Elmar, Venn, Susanna E., Verbeeck, Hans, Verbrugggen, Erik, Verheijen, Frank G.A., Villar, Luis, Vitale, Luca, Vittoz, Pascal, Vives‐Ingla, Maria, von Oppen, Jonathan, Walz, Josefine, Wang, Runxi, Wang, Yifeng, Way, Robert G., Wedegärtner, Ronja E.M., Weigel, Robert, Wild, Jan, Wilkinson, Matthew, Wilmking, Martin, Wingate, Lisa, Winkler, Manuela, Wipf, Sonja, Wohlfahrt, Georg, Xenakis, Georgios, Yang, Yan, Yu, Zicheng, Yu, Kailiang, Zellweger, Florian, Zhang, Jian, Zhang, Zhaochen, Zhao, Peng, Ziemblińska, Klaudia, Zimmermann, Reiner, Zong, Shengwei, Zyryanov, Viacheslav I., Nijs, Ivan, Lenoir, Jonathan, Lembrechts, Jonas J., van den Hoogen, Johan, Aalto, Juha, Ashcroft, Michael B., De Frenne, Pieter, Kemppinen, Julia, Kopecký, Martin, Luoto, Miska, Maclean, Ilya M. D., Crowther, Thomas W., Bailey, Joseph J., Haesen, Stef, Klinges, David H., Niittynen, Pekka, Scheffers, Brett R., Van Meerbeek, Koenraad, Aartsma, Peter, Abdalaze, Otar, Abedi, Mehdi, Aerts, Rien, Ahmadian, Negar, Ahrends, Antje, Alatalo, Juha M., Alexander, Jake M., Nina Allonsius, Camille, Altman, Jan, Ammann, Christof, Andres, Christian, Andrews, Christopher, Ardö, Jonas, Arriga, Nicola, Arzac, Alberto, Aschero, Valeria, Assis, Rafael L., Johann Assmann, Jakob, Bader, Maaike Y., Bahalkeh, Khadijeh, Barančok, Peter, Barrio, Isabel C., Barros, Agustina, Barthel, Matti, Basham, Edmund W., Bauters, Marijn, Bazzichetto, Manuele, Belelli Marchesini, Luca, Bell, Michael C., Benavides, Juan C., Luis Benito Alonso, José, Berauer, Bernd J., Bjerke, Jarle W., Björk, Robert G., Björkman, Mats P., Björnsdóttir, Katrin, Blonder, Benjamin, Boeckx, Pascal, Boike, Julia, Bokhorst, Stef, Brum, Bárbara N.S., Brůna, Josef, Buchmann, Nina, Buysse, Pauline, Luís Camargo, José, Campoe, Otávio C., Candan, Onur, Canessa, Rafaella, Cannone, Nicoletta, Carbognani, Michele, Carnicer, Jofre, Casanova‐Katny, Angélica, Cesarz, Simone, Chojnicki, Bogdan, Choler, Philippe, Chown, Steven L., Cifuentes, Edgar F., Čiliak, Marek, Contador, Tamara, Convey, Peter, Cooper, Elisabeth J., Cremonese, Edoardo, Curasi, Salvatore R., Curtis, Robin, Cutini, Maurizio, Johan Dahlberg, C., Daskalova, Gergana N., Angel de Pablo, Miguel, Della Chiesa, Stefano, Dengler, Jürgen, Deronde, Bart, Descombes, Patrice, Di Cecco, Valter, Di Musciano, Michele, Dick, Jan, Dimarco, Romina D., Dolezal, Jiri, Dorrepaal, Ellen, Dušek, Jiří, Eisenhauer, Nico, Eklundh, Lars, Erickson, Todd E., Erschbamer, Brigitta, Eugster, Werner, Ewers, Robert M., Exton, Dan A., Fanin, Nicolas, Fazlioglu, Fatih, Feigenwinter, Iris, Fenu, Giuseppe, Ferlian, Olga, Rosa Fernández Calzado, M., Fernández‐Pascual, Eduardo, Finckh, Manfred, Finger Higgens, Rebecca, Forte, T'ai G.W., Freeman, Erika C., Frei, Esther R., Fuentes‐Lillo, Eduardo, García, Rafael A., García, María B., Géron, Charly, Gharun, Mana, Ghosn, Dany, Gigauri, Khatuna, Gobin, Anne, Goded, Ignacio, Goeckede, Mathias, Gottschall, Felix, Goulding, Keith, Govaert, Sanne, Jessen Graae, Bente, Greenwood, Sarah, Greiser, Caroline, Grelle, Achim, Guénard, Benoit, Guglielmin, Mauro, Guillemot, Joannès, Haase, Peter, Haider, Sylvia, Halbritter, Aud H., Hamid, Maroof, Hammerle, Albin, Hampe, Arndt, Haugum, Siri V., Hederová, Lucia, Heinesch, Bernard, Helfter, Carole, Hepenstrick, Daniel, Herberich, Maximiliane, Herbst, Mathias, Hermanutz, Luise, Hik, David S., Hoffrén, Raúl, Homeier, Jürgen, Hörtnagl, Lukas, Høye, Toke T., Hrbacek, Filip, Hylander, Kristoffer, Iwata, Hiroki, Antoni Jackowicz‐Korczynski, Marcin, Jactel, Hervé, Järveoja, Järvi, Jastrzębowski, Szymon, Jentsch, Anke, Jiménez, Juan J., Jónsdóttir, Ingibjörg S., Jucker, Tommaso, Jump, Alistair S., Juszczak, Radoslaw, Kanka, Róbert, Kašpar, Vít, Kazakis, George, Kelly, Julia, Khuroo, Anzar A., Klemedtsson, Leif, Klisz, Marcin, Kljun, Natascha, Knohl, Alexander, Kobler, Johannes, Kollár, Jozef, Kotowska, Martyna M., Kovács, Bence, Kreyling, Juergen, Lamprecht, Andrea, Lang, Simone I., Larson, Christian, Larson, Keith, Laska, Kamil, le Maire, Guerric, Leihy, Rachel I., Lens, Luc, Liljebladh, Bengt, Lohila, Annalea, Lorite, Juan, Loubet, Benjamin, Lynn, Joshua, Macek, Martin, Mackenzie, Roy, Magliulo, Enzo, Maier, Regine, Malfasi, Francesco, Máliš, František, Man, Matěj, Manca, Giovanni, Manco, Antonio, Manise, Tanguy, Manolaki, Paraskevi, Marciniak, Felipe, Matula, Radim, Clara Mazzolari, Ana, Medinets, Sergiy, Medinets, Volodymyr, Meeussen, Camille, Merinero, Sonia, de Cássia Guimarães Mesquita, Rita, Meusburger, Katrin, Meysman, Filip J.R., Michaletz, Sean T., Milbau, Ann, Moiseev, Dmitry, Moiseev, Pavel, Mondoni, Andrea, Monfries, Ruth, Montagnani, Leonardo, Moriana‐Armendariz, Mikel, Morra di Cella, Umberto, Mörsdorf, Martin, Mosedale, Jonathan R., Muffler, Lena, Muñoz‐Rojas, Miriam, Myers, Jonathan A., Myers‐Smith, Isla H., Nagy, Laszlo, Nardino, Marianna, Naujokaitis‐Lewis, Ilona, Newling, Emily, Nicklas, Lena, Niedrist, Georg, Niessner, Armin, Nilsson, Mats B., Normand, Signe, Nosetto, Marcelo D., Nouvellon, Yann, Nuñez, Martin A., Ogaya, Romà, Ogée, Jérôme, Okello, Joseph, Olejnik, Janusz, Eivind Olesen, Jørgen, Opedal, Øystein, Orsenigo, Simone, Palaj, Andrej, Pampuch, Timo, Panov, Alexey V., Pärtel, Meelis, Pastor, Ada, Pauchard, Aníbal, Pauli, Harald, Pavelka, Marian, Pearse, William D., Peichl, Matthias, Pellissier, Loïc, Penczykowski, Rachel M., Penuelas, Josep, Petit Bon, Matteo, Petraglia, Alessandro, Phartyal, Shyam S., Phoenix, Gareth K., Pio, Casimiro, Pitacco, Andrea, Pitteloud, Camille, Plichta, Roman, Porro, Francesco, Portillo‐Estrada, Miguel, Poulenard, Jérôme, Poyatos, Rafael, Prokushkin, Anatoly S., Puchalka, Radoslaw, Pușcaș, Mihai, Radujković, Dajana, Randall, Krystal, Ratier Backes, Amanda, Remmele, Sabine, Remmers, Wolfram, Renault, David, Risch, Anita C., Rixen, Christian, Robinson, Sharon A., Robroek, Bjorn J.M., Rocha, Adrian V., Rossi, Christian, Rossi, Graziano, Roupsard, Olivier, Rubtsov, Alexey V., Saccone, Patrick, Sagot, Clotilde, Sallo Bravo, Jhonatan, Santos, Cinthya C., Sarneel, Judith M., Scharnweber, Tobias, Schmeddes, Jonas, Schmidt, Marius, Scholten, Thomas, Schuchardt, Max, Schwartz, Naomi, Scott, Tony, Seeber, Julia, Cristina Segalin de Andrade, Ana, Seipel, Tim, Semenchuk, Philipp, Senior, Rebecca A., Serra‐Diaz, Josep M., Sewerniak, Piotr, Shekhar, Ankit, Sidenko, Nikita V., Siebicke, Lukas, Siegwart Collier, Laura, Simpson, Elizabeth, Siqueira, David P., Sitková, Zuzana, Six, Johan, Smiljanic, Marko, Smith, Stuart W., Smith‐Tripp, Sarah, Somers, Ben, Vedel Sørensen, Mia, João L. L. Souza, José, Israel Souza, Bartolomeu, Souza Dias, Arildo, Spasojevic, Marko J., Speed, James D.M., Spicher, Fabien, Stanisci, Angela, Steinbauer, Klaus, Steinbrecher, Rainer, Steinwandter, Michael, Stemkovski, Michael, Stephan, Jörg G., Stiegler, Christian, Stoll, Stefan, Svátek, Martin, Svoboda, Miroslav, Tagesson, Torbern, Tanentzap, Andrew J., Tanneberger, Franziska, Theurillat, Jean‐Paul, Thomas, Haydn J.D., Thomas, Andrew D., Tielbörger, Katja, Tomaselli, Marcello, Albert Treier, Urs, Trouillier, Mario, Dan Turtureanu, Pavel, Tutton, Rosamond, Tyystjärvi, Vilna A., Ueyama, Masahito, Ujházy, Karol, Ujházyová, Mariana, Uogintas, Domas, Urban, Anastasiya V., Urban, Josef, Urbaniak, Marek, Ursu, Tudor‐Mihai, Primo Vaccari, Francesco, Van de Vondel, Stijn, van den Brink, Liesbeth, Van Geel, Maarten, Vandvik, Vigdis, Vangansbeke, Pieter, Varlagin, Andrej, Veen, G.F., Veenendaal, Elmar, Venn, Susanna E., Verbeeck, Hans, Verbrugggen, Erik, Verheijen, Frank G.A., Villar, Luis, Vitale, Luca, Vittoz, Pascal, Vives‐Ingla, Maria, von Oppen, Jonathan, Walz, Josefine, Wang, Runxi, Wang, Yifeng, Way, Robert G., Wedegärtner, Ronja E.M., Weigel, Robert, Wild, Jan, Wilkinson, Matthew, Wilmking, Martin, Wingate, Lisa, Winkler, Manuela, Wipf, Sonja, Wohlfahrt, Georg, Xenakis, Georgios, Yang, Yan, Yu, Zicheng, Yu, Kailiang, Zellweger, Florian, Zhang, Jian, Zhang, Zhaochen, Zhao, Peng, Ziemblińska, Klaudia, Zimmermann, Reiner, Zong, Shengwei, Zyryanov, Viacheslav I., Nijs, Ivan, and Lenoir, Jonathan

Abstract

Research in global change ecology relies heavily on global climatic grids derived from estimates of air temperature in open areas at around 2 m above the ground. These climatic grids do not reflect conditions below vegetation canopies and near the ground surface, where critical ecosystem functions occur and most terrestrial species reside. Here, we provide global maps of soil temperature and bioclimatic variables at a 1-km² resolution for 0–5 and 5–15 cm soil depth. These maps were created by calculating the difference (i.e., offset) between in-situ soil temperature measurements, based on time series from over 1200 1-km² pixels (summarized from 8500 unique temperature sensors) across all the world’s major terrestrial biomes, and coarse-grained air temperature estimates from ERA5-Land (an atmospheric reanalysis by the European Centre for Medium-Range Weather Forecasts). We show that mean annual soil temperature differs markedly from the corresponding gridded air temperature, by up to 10°C (mean = 3.0 ± 2.1°C), with substantial variation across biomes and seasons. Over the year, soils in cold and/or dry biomes are substantially warmer (+3.6 ± 2.3°C) than gridded air temperature, whereas soils in warm and humid environments are on average slightly cooler (-0.7 ± 2.3°C). The observed substantial and biome-specific offsets emphasize that the projected impacts of climate and climate change on near-surface biodiversity and ecosystem functioning are inaccurately assessed when air rather than soil temperature is used, especially in cold environments. The global soil-related bioclimatic variables provided here are an important step forward for any application in ecology and related disciplines. Nevertheless, we highlight the need to fill remaining geographic gaps by collecting more in-situ measurements of microclimate conditions to further enhance the spatiotemporal resolution of global soil temperature products for ecological applications.

Published
2022

24. Global maps of soil temperature

Author

Benito Alonso, José Luis [0000-0003-1086-8834], García González, María Begoña [0000-0003-4231-6006], Ogaya, Romá [0000-0003-4927-8479], Peñuelas, Josep [0000-0002-7215-0150], Hampe, Arndt [0000-0003-2551-9784], Hoffrén, Raúl [0000-0002-9123-304X], Poyatos, Rafael [0000-0003-0521-2523], Lembrechts, Jonas J., Hoogen, Johan van den, Aalto, Juha, Ashcroft, Michael B., De Frenne, Pieter, Kemppinen, Julia, Kopecký, Martin, Luoto, Miska, Maclean, Ilya M. D., Crowther, Thomas W., Bailey, Joseph J., Haesen, Stef, Klinges, David H., Niittynen, Pekka, Scheffers, Brett R., Meerbeek, Koenraad Van, Aartsma, Peter, Abdalaze, Otar, Abedi, Mehdi, Aerts, Rien, Ahmadian, Negar, Ahrends, Antje, Alatalo, Juha M., Alexander, Jake M., Allonsius, Camille Nina, Altman, Jan, Ammann, Christof, Andres, Christian, Andrews, Christopher, Ardö, Jonas, Arriga, Nicola, Arzac, Alberto, Aschero, Valeria, Assis, Rafael L., Assmann, Jakob Johann, Bader, Maaike Y., Bahalkeh, Khadijeh, Barančok, Peter, Barrio, Isabel C., Barros, Agustina, Barthel, Matti, Basham, Edmund W., Bauters, Marijn, Bazzichetto, Manuele, Marchesini, Luca Belelli, Bell, Michael C., Benavides, Juan C., Benito Alonso, José Luis, Berauer, Bernd J., Bjerke, Jarle W., Björk, Robert G., Björkman, Mats P., Björnsdóttir, Katrin, Blonder, Benjamin, Boeckx, Pascal, Boike, Julia, Bokhorst, Stef, Brum, Bárbara N. S., Brůna, Josef, Buchmann, Nina, Buysse, Pauline, Camargo, José Luís, Campoe, Otávio C., Candan, Onur, Canessa, Rafaella, Cannone, Nicoletta, Carbognani, Michele, Carnicer, Jofre, Casanova-Katny, Angélica, Cesarz, Simone, Chojnicki, Bogdan, Choler, Philippe, Chown, Steven L., Cifuentes, Edgar F., Čiliak, Marek, Contador, Tamara, Convey, Peter, Cooper, Elisabeth J., Cremonese, Edoardo, Curasi, Salvatore R., Curtis, Robin, Cutini, Maurizio, Dahlberg, C. Johan, Daskalova, Gergana N., Pablo, Miguel Ángel de, Della Chiesa, Stefano, Dengler, Jürgen, Deronde, Bart, Descombes, Patrice, Di Cecco, Valter, Di Musciano, Michele, Dick, Jan, Dimarco, Romina D., Dolezal, Jiri, Dorrepaal, Ellen, Dušek, Jiří, Eisenhauer, Nico, Eklundh, Lars, Erickson, Todd E., Erschbamer, Brigitta, Eugster, Werner, Ewers, Robert M., Exton, Dan A., Fanin, Nicolas, Fazlioglu, Fatih, Feigenwinter, Iris, Fenu, Giuseppe, Ferlian, Olga, Fernández Calzado, María Rosa, Fernández-Pascual, Eduardo, Finckh, Manfred, Finger Higgens, Rebecca, Forte, T'ai G. W., Freeman, Erika C., Frei, Esther R., Fuentes-Lillo, Eduardo, García, Rafael A., García González, María Begoña, Géron, Charly, Gharun, Mana, Ghosn, Dany, Gigauri, Khatuna, Gobin, Anne, Goded, Ignacio, Goeckede, Mathias, Gottschall, Felix, Goulding, Keith, Govaert, Sanne, Graae, Bente Jessen, Greenwood, Sarah, Greiser, Caroline, Grelle, Achim, Guénard, Benoit, Guglielmin, Mauro, Guillemot, Joannès, Haase, Peter, Haider, Sylvia, Halbritter, Aud H., Hamid, Maroof, Hammerle, Albin, Hampe, Arndt, Haugum, Siri V., Hederová, Lucia, Heinesch, Bernard, Helfter, Carole, Hepenstrick, Daniel, Herberich, Maximiliane, Herbst, Mathias, Hermanutz, Luise, Hik, David S., Hoffrén, Raúl, Homeier, Jürgen, Hörtnagl, Lukas, Høye, Toke T., Hrbacek, Filip, Hylander, Kristoffer, Iwata, Hiroki, Jackowicz-Korczynski, Marcin Antoni, Jactel, Hervé, Järveoja, Järvi, Jastrzębowski, Szymon, Jentsch, Anke, Jiménez, Juan J., Jónsdóttir, Ingibjörg S., Jucker, Tommaso, Jump, Alistair S., Juszczak, Radoslaw, Kanka, Róbert, Kašpar, Vít, Kazakis, George, Kelly, Julia, Khuroo, Anzar A., Klemedtsson, Leif, Klisz, Marcin, Kljun, Natascha, Knohl, Alexander, Kobler, Johannes, Kollár, Jozef, Kotowska, Martyna M., Kovács, Bence, Kreyling, Juergen, Lamprecht, Andrea, Lang, Simone I., Larson, Christian, Larson, Keith, Laska, Kamil, Le Maire, Guerric, Leihy, Rachel I., Lens, Luc, Liljebladh, Bengt, Lohila, Annalea, Lorite, Juan, Loubet, Benjamin, Lynn, Joshua, Macek, Martin, Mackenzie, Roy, Magliulo, Enzo, Maier, Regine, Malfasi, Francesco, Máliš, František, Man, Matěj, Manca, Giovanni, Manco, Antonio, Manise, Tanguy, Manolaki, Paraskevi, Marciniak, Felipe, Matula, Radim, Mazzolari, Ana Clara, Medinets, Sergiy, Medinets, Volodymyr, Meeussen, Camille, Merinero, Sonia, Mesquita, Rita de Cássia Guimarães, Meusburger, Katrin, Meysman, Filip J. R., Michaletz, Sean T., Milbau, Ann, Moiseev, Dmitry, Moiseev, Pavel, Mondoni, Andrea, Monfries, Ruth, Montagnani, Leonardo, Moriana-Armendariz, Mikel, Morra di Cella, Umberto, Mörsdorf, Martin, Mosedale, Jonathan R., Muffler, Lena, Muñoz-Rojas, Miriam, Myers, Jonathan A., Myers-Smith, Isla H., Nagy, Laszlo, Nardino, Marianna, Naujokaitis-Lewis, Ilona, Newling, Emily, Nicklas, Lena, Niedrist, Georg, Niessner, Armin, Nilsson, Mats B., Normand, Signe, Nosetto, Marcelo D., Nouvellon, Yann, Nuñez, Martin A., Ogaya, Romá, Ogée, Jérôme, Okello, Joseph, Olejnik, Janusz, Olesen, Jørgen Eivind, Opedal, Øystein H., Orsenigo, Simone, Palaj, Andrej, Pampuch, Timo, Panov, Alexey V., Pärtel, Meelis, Pastor, Ada, Pauchard, Aníbal, Pauli, Harald, Pavelka, Marian, Pearse, William D., Peichl, Matthias, Pellissier, Loïc, Penczykowski, Rachel M., Peñuelas, Josep, Petit Bon, Matteo, Petraglia, Alessandro, Phartyal, Shyam S., Phoenix, Gareth K., Pio, Casimiro, Pitacco, Andrea, Pitteloud, Camille, Plichta, Roman, Porro, Francesco, Portillo-Estrada, Miguel, Poulenard, Jérôme, Poyatos, Rafael, Prokushkin, Anatoly S., Puchalka, Radoslaw, Pușcaș, Mihai, Radujković, Dajana, Randall, Krystal, Ratier Backes, Amanda, Remmele, Sabine, Remmers, Wolfram, Renault, David, Risch, Anita C., Rixen, Christian, Robinson, Sharon A., Robroek, Bjorn J. M., Rocha, Adrian V., Rossi, Christian, Rossi, Graziano, Roupsard, Olivier, Rubtsov, Alexey V., Saccone, Patrick, Sagot, Clotilde, Sallo Bravo, Jhonatan, Santos, Cinthya C., Sarneel, Judith M., Scharnweber, Tobias, Schmeddes, Jonas, Schmidt, Marius, Scholten, Thomas, Schuchardt, Max, Schwartz, Naomi, Scott, Tony, Seeber, Julia, Segalin de Andrade, Ana Cristina, Seipel, Tim, Semenchuk, Philipp, Senior, Rebecca A., Serra-Diaz, Josep M., Sewerniak, Piotr, Shekhar, Ankit, Sidenko, Nikita V., Siebicke, Lukas, Siegwart Collier, Laura, Simpson, Elizabeth, Siqueira, David P., Sitková, Zuzana, Six, Johan, Smiljanic, Marko, Smith, Stuart W., Smith-Tripp, Sarah, Somers, Ben, Sørensen, Mia Vedel, Souza, José João L. L., Souza, Bartolomeu Israel, Souza Dias, Arildo, Spasojevic, Marko J., Speed, James D. M., Spicher, Fabien, Stanisci, Angela, Steinbauer, Klaus, Steinbrecher, Rainer, Steinwandter, Michael, Stemkovski, Michael, Stephan, Jörg G., Stiegler, Christian, Stoll, Stefan, Svátek, Martin, Svoboda, Miroslav, Tagesson, Torbern, Tanentzap, Andrew J., Tanneberger, Franziska, Theurillat, Jean-Paul, Thomas, Haydn J. D., Thomas, Andrew D., Tielbörger, Katja, Tomaselli, Marcello, Treier, Urs Albert, Trouillier, Mario, Turtureanu, Pavel Dan, Tutton, Rosamond, Tyystjärvi, Vilna A., Ueyama, Masahito, Ujházy, Karol, Ujházyová, Mariana, Uogintas, Domas, Urban, Anastasiya V., Urban, Josef, Urbaniak, Marek, Ursu, Tudor-Mihai, Vaccari, Francesco Primo, Van de Vondel, Stijn, van den Brink, Liesbeth, Van Geel, Maarten, Vandvik, Vigdis, Vangansbeke, Pieter, Varlagin, Andrej, Veen, G. F., Veenendaal, Elmar, Venn, Susanna E., Verbeeck, Hans, Verbrugggen, Erik, Verheijen, Frank G. A., Villar Pérez, Luis, Vitale, Luca, Vittoz, Pascal, Vives-Ingla, Maria, Oppen, Jonathan von, Walz, Josefine, Wang, Runxi, Wang, Yifeng, Way, Robert G., Wedegärtner, Ronja E. M., Weigel, Robert, Wild, Jan, Wilkinson, Matthew, Wilmking, Martin, Wingate, Lisa, Winkler, Manuela, Wipf, Sonja, Wohlfahrt, Georg, Xenakis, Georgios, Yang, Yan, Yu, Zicheng, Yu, Kailiang, Zellweger, Florian, Zhang, Jian, Zhang, Zhaochen, Zhao, Peng, Ziemblińska, Klaudia, Zimmermann, Reiner, Zong, Shengwei, Zyryanov, Viacheslav I., Nijs, Ivan, Lenoir, Jonathan, Benito Alonso, José Luis [0000-0003-1086-8834], García González, María Begoña [0000-0003-4231-6006], Ogaya, Romá [0000-0003-4927-8479], Peñuelas, Josep [0000-0002-7215-0150], Hampe, Arndt [0000-0003-2551-9784], Hoffrén, Raúl [0000-0002-9123-304X], Poyatos, Rafael [0000-0003-0521-2523], Lembrechts, Jonas J., Hoogen, Johan van den, Aalto, Juha, Ashcroft, Michael B., De Frenne, Pieter, Kemppinen, Julia, Kopecký, Martin, Luoto, Miska, Maclean, Ilya M. D., Crowther, Thomas W., Bailey, Joseph J., Haesen, Stef, Klinges, David H., Niittynen, Pekka, Scheffers, Brett R., Meerbeek, Koenraad Van, Aartsma, Peter, Abdalaze, Otar, Abedi, Mehdi, Aerts, Rien, Ahmadian, Negar, Ahrends, Antje, Alatalo, Juha M., Alexander, Jake M., Allonsius, Camille Nina, Altman, Jan, Ammann, Christof, Andres, Christian, Andrews, Christopher, Ardö, Jonas, Arriga, Nicola, Arzac, Alberto, Aschero, Valeria, Assis, Rafael L., Assmann, Jakob Johann, Bader, Maaike Y., Bahalkeh, Khadijeh, Barančok, Peter, Barrio, Isabel C., Barros, Agustina, Barthel, Matti, Basham, Edmund W., Bauters, Marijn, Bazzichetto, Manuele, Marchesini, Luca Belelli, Bell, Michael C., Benavides, Juan C., Benito Alonso, José Luis, Berauer, Bernd J., Bjerke, Jarle W., Björk, Robert G., Björkman, Mats P., Björnsdóttir, Katrin, Blonder, Benjamin, Boeckx, Pascal, Boike, Julia, Bokhorst, Stef, Brum, Bárbara N. S., Brůna, Josef, Buchmann, Nina, Buysse, Pauline, Camargo, José Luís, Campoe, Otávio C., Candan, Onur, Canessa, Rafaella, Cannone, Nicoletta, Carbognani, Michele, Carnicer, Jofre, Casanova-Katny, Angélica, Cesarz, Simone, Chojnicki, Bogdan, Choler, Philippe, Chown, Steven L., Cifuentes, Edgar F., Čiliak, Marek, Contador, Tamara, Convey, Peter, Cooper, Elisabeth J., Cremonese, Edoardo, Curasi, Salvatore R., Curtis, Robin, Cutini, Maurizio, Dahlberg, C. Johan, Daskalova, Gergana N., Pablo, Miguel Ángel de, Della Chiesa, Stefano, Dengler, Jürgen, Deronde, Bart, Descombes, Patrice, Di Cecco, Valter, Di Musciano, Michele, Dick, Jan, Dimarco, Romina D., Dolezal, Jiri, Dorrepaal, Ellen, Dušek, Jiří, Eisenhauer, Nico, Eklundh, Lars, Erickson, Todd E., Erschbamer, Brigitta, Eugster, Werner, Ewers, Robert M., Exton, Dan A., Fanin, Nicolas, Fazlioglu, Fatih, Feigenwinter, Iris, Fenu, Giuseppe, Ferlian, Olga, Fernández Calzado, María Rosa, Fernández-Pascual, Eduardo, Finckh, Manfred, Finger Higgens, Rebecca, Forte, T'ai G. W., Freeman, Erika C., Frei, Esther R., Fuentes-Lillo, Eduardo, García, Rafael A., García González, María Begoña, Géron, Charly, Gharun, Mana, Ghosn, Dany, Gigauri, Khatuna, Gobin, Anne, Goded, Ignacio, Goeckede, Mathias, Gottschall, Felix, Goulding, Keith, Govaert, Sanne, Graae, Bente Jessen, Greenwood, Sarah, Greiser, Caroline, Grelle, Achim, Guénard, Benoit, Guglielmin, Mauro, Guillemot, Joannès, Haase, Peter, Haider, Sylvia, Halbritter, Aud H., Hamid, Maroof, Hammerle, Albin, Hampe, Arndt, Haugum, Siri V., Hederová, Lucia, Heinesch, Bernard, Helfter, Carole, Hepenstrick, Daniel, Herberich, Maximiliane, Herbst, Mathias, Hermanutz, Luise, Hik, David S., Hoffrén, Raúl, Homeier, Jürgen, Hörtnagl, Lukas, Høye, Toke T., Hrbacek, Filip, Hylander, Kristoffer, Iwata, Hiroki, Jackowicz-Korczynski, Marcin Antoni, Jactel, Hervé, Järveoja, Järvi, Jastrzębowski, Szymon, Jentsch, Anke, Jiménez, Juan J., Jónsdóttir, Ingibjörg S., Jucker, Tommaso, Jump, Alistair S., Juszczak, Radoslaw, Kanka, Róbert, Kašpar, Vít, Kazakis, George, Kelly, Julia, Khuroo, Anzar A., Klemedtsson, Leif, Klisz, Marcin, Kljun, Natascha, Knohl, Alexander, Kobler, Johannes, Kollár, Jozef, Kotowska, Martyna M., Kovács, Bence, Kreyling, Juergen, Lamprecht, Andrea, Lang, Simone I., Larson, Christian, Larson, Keith, Laska, Kamil, Le Maire, Guerric, Leihy, Rachel I., Lens, Luc, Liljebladh, Bengt, Lohila, Annalea, Lorite, Juan, Loubet, Benjamin, Lynn, Joshua, Macek, Martin, Mackenzie, Roy, Magliulo, Enzo, Maier, Regine, Malfasi, Francesco, Máliš, František, Man, Matěj, Manca, Giovanni, Manco, Antonio, Manise, Tanguy, Manolaki, Paraskevi, Marciniak, Felipe, Matula, Radim, Mazzolari, Ana Clara, Medinets, Sergiy, Medinets, Volodymyr, Meeussen, Camille, Merinero, Sonia, Mesquita, Rita de Cássia Guimarães, Meusburger, Katrin, Meysman, Filip J. R., Michaletz, Sean T., Milbau, Ann, Moiseev, Dmitry, Moiseev, Pavel, Mondoni, Andrea, Monfries, Ruth, Montagnani, Leonardo, Moriana-Armendariz, Mikel, Morra di Cella, Umberto, Mörsdorf, Martin, Mosedale, Jonathan R., Muffler, Lena, Muñoz-Rojas, Miriam, Myers, Jonathan A., Myers-Smith, Isla H., Nagy, Laszlo, Nardino, Marianna, Naujokaitis-Lewis, Ilona, Newling, Emily, Nicklas, Lena, Niedrist, Georg, Niessner, Armin, Nilsson, Mats B., Normand, Signe, Nosetto, Marcelo D., Nouvellon, Yann, Nuñez, Martin A., Ogaya, Romá, Ogée, Jérôme, Okello, Joseph, Olejnik, Janusz, Olesen, Jørgen Eivind, Opedal, Øystein H., Orsenigo, Simone, Palaj, Andrej, Pampuch, Timo, Panov, Alexey V., Pärtel, Meelis, Pastor, Ada, Pauchard, Aníbal, Pauli, Harald, Pavelka, Marian, Pearse, William D., Peichl, Matthias, Pellissier, Loïc, Penczykowski, Rachel M., Peñuelas, Josep, Petit Bon, Matteo, Petraglia, Alessandro, Phartyal, Shyam S., Phoenix, Gareth K., Pio, Casimiro, Pitacco, Andrea, Pitteloud, Camille, Plichta, Roman, Porro, Francesco, Portillo-Estrada, Miguel, Poulenard, Jérôme, Poyatos, Rafael, Prokushkin, Anatoly S., Puchalka, Radoslaw, Pușcaș, Mihai, Radujković, Dajana, Randall, Krystal, Ratier Backes, Amanda, Remmele, Sabine, Remmers, Wolfram, Renault, David, Risch, Anita C., Rixen, Christian, Robinson, Sharon A., Robroek, Bjorn J. M., Rocha, Adrian V., Rossi, Christian, Rossi, Graziano, Roupsard, Olivier, Rubtsov, Alexey V., Saccone, Patrick, Sagot, Clotilde, Sallo Bravo, Jhonatan, Santos, Cinthya C., Sarneel, Judith M., Scharnweber, Tobias, Schmeddes, Jonas, Schmidt, Marius, Scholten, Thomas, Schuchardt, Max, Schwartz, Naomi, Scott, Tony, Seeber, Julia, Segalin de Andrade, Ana Cristina, Seipel, Tim, Semenchuk, Philipp, Senior, Rebecca A., Serra-Diaz, Josep M., Sewerniak, Piotr, Shekhar, Ankit, Sidenko, Nikita V., Siebicke, Lukas, Siegwart Collier, Laura, Simpson, Elizabeth, Siqueira, David P., Sitková, Zuzana, Six, Johan, Smiljanic, Marko, Smith, Stuart W., Smith-Tripp, Sarah, Somers, Ben, Sørensen, Mia Vedel, Souza, José João L. L., Souza, Bartolomeu Israel, Souza Dias, Arildo, Spasojevic, Marko J., Speed, James D. M., Spicher, Fabien, Stanisci, Angela, Steinbauer, Klaus, Steinbrecher, Rainer, Steinwandter, Michael, Stemkovski, Michael, Stephan, Jörg G., Stiegler, Christian, Stoll, Stefan, Svátek, Martin, Svoboda, Miroslav, Tagesson, Torbern, Tanentzap, Andrew J., Tanneberger, Franziska, Theurillat, Jean-Paul, Thomas, Haydn J. D., Thomas, Andrew D., Tielbörger, Katja, Tomaselli, Marcello, Treier, Urs Albert, Trouillier, Mario, Turtureanu, Pavel Dan, Tutton, Rosamond, Tyystjärvi, Vilna A., Ueyama, Masahito, Ujházy, Karol, Ujházyová, Mariana, Uogintas, Domas, Urban, Anastasiya V., Urban, Josef, Urbaniak, Marek, Ursu, Tudor-Mihai, Vaccari, Francesco Primo, Van de Vondel, Stijn, van den Brink, Liesbeth, Van Geel, Maarten, Vandvik, Vigdis, Vangansbeke, Pieter, Varlagin, Andrej, Veen, G. F., Veenendaal, Elmar, Venn, Susanna E., Verbeeck, Hans, Verbrugggen, Erik, Verheijen, Frank G. A., Villar Pérez, Luis, Vitale, Luca, Vittoz, Pascal, Vives-Ingla, Maria, Oppen, Jonathan von, Walz, Josefine, Wang, Runxi, Wang, Yifeng, Way, Robert G., Wedegärtner, Ronja E. M., Weigel, Robert, Wild, Jan, Wilkinson, Matthew, Wilmking, Martin, Wingate, Lisa, Winkler, Manuela, Wipf, Sonja, Wohlfahrt, Georg, Xenakis, Georgios, Yang, Yan, Yu, Zicheng, Yu, Kailiang, Zellweger, Florian, Zhang, Jian, Zhang, Zhaochen, Zhao, Peng, Ziemblińska, Klaudia, Zimmermann, Reiner, Zong, Shengwei, Zyryanov, Viacheslav I., Nijs, Ivan, and Lenoir, Jonathan

Abstract

Research in global change ecology relies heavily on global climatic grids derived from estimates of air temperature in open areas at around 2 m above the ground. These climatic grids do not reflect conditions below vegetation canopies and near the ground surface, where critical ecosystem functions occur and most terrestrial species reside. Here, we provide global maps of soil temperature and bioclimatic variables at a 1-km2 resolution for 0-5 and 5-15 cm soil depth. These maps were created by calculating the difference (i.e. offset) between in situ soil temperature measurements, based on time series from over 1200 1-km2 pixels (summarized from 8519 unique temperature sensors) across all the world's major terrestrial biomes, and coarse-grained air temperature estimates from ERA5-Land (an atmospheric reanalysis by the European Centre for Medium-Range Weather Forecasts). We show that mean annual soil temperature differs markedly from the corresponding gridded air temperature, by up to 10°C (mean = 3.0 ± 2.1°C), with substantial variation across biomes and seasons. Over the year, soils in cold and/or dry biomes are substantially warmer (+3.6 ± 2.3°C) than gridded air temperature, whereas soils in warm and humid environments are on average slightly cooler (-0.7 ± 2.3°C). The observed substantial and biome-specific offsets emphasize that the projected impacts of climate and climate change on near-surface biodiversity and ecosystem functioning are inaccurately assessed when air rather than soil temperature is used, especially in cold environments. The global soil-related bioclimatic variables provided here are an important step forward for any application in ecology and related disciplines. Nevertheless, we highlight the need to fill remaining geographic gaps by collecting more in situ measurements of microclimate conditions to further enhance the spatiotemporal resolution of global soil temperature products for ecological applications.

Published
2022

25. Global maps of soil temperature

Author

Lembrechts, Jonas J., primary, van den Hoogen, Johan, additional, Aalto, Juha, additional, Ashcroft, Michael B., additional, De Frenne, Pieter, additional, Kemppinen, Julia, additional, Kopecký, Martin, additional, Luoto, Miska, additional, Maclean, Ilya M. D., additional, Crowther, Thomas W., additional, Bailey, Joseph J., additional, Haesen, Stef, additional, Klinges, David H., additional, Niittynen, Pekka, additional, Scheffers, Brett R., additional, Van Meerbeek, Koenraad, additional, Aartsma, Peter, additional, Abdalaze, Otar, additional, Abedi, Mehdi, additional, Aerts, Rien, additional, Ahmadian, Negar, additional, Ahrends, Antje, additional, Alatalo, Juha M., additional, Alexander, Jake M., additional, Allonsius, Camille Nina, additional, Altman, Jan, additional, Ammann, Christof, additional, Andres, Christian, additional, Andrews, Christopher, additional, Ardö, Jonas, additional, Arriga, Nicola, additional, Arzac, Alberto, additional, Aschero, Valeria, additional, Assis, Rafael L., additional, Assmann, Jakob Johann, additional, Bader, Maaike Y., additional, Bahalkeh, Khadijeh, additional, Barančok, Peter, additional, Barrio, Isabel C., additional, Barros, Agustina, additional, Barthel, Matti, additional, Basham, Edmund W., additional, Bauters, Marijn, additional, Bazzichetto, Manuele, additional, Marchesini, Luca Belelli, additional, Bell, Michael C., additional, Benavides, Juan C., additional, Benito Alonso, José Luis, additional, Berauer, Bernd J., additional, Bjerke, Jarle W., additional, Björk, Robert G., additional, Björkman, Mats P., additional, Björnsdóttir, Katrin, additional, Blonder, Benjamin, additional, Boeckx, Pascal, additional, Boike, Julia, additional, Bokhorst, Stef, additional, Brum, Bárbara N. S., additional, Brůna, Josef, additional, Buchmann, Nina, additional, Buysse, Pauline, additional, Camargo, José Luís, additional, Campoe, Otávio C., additional, Candan, Onur, additional, Canessa, Rafaella, additional, Cannone, Nicoletta, additional, Carbognani, Michele, additional, Carnicer, Jofre, additional, Casanova‐Katny, Angélica, additional, Cesarz, Simone, additional, Chojnicki, Bogdan, additional, Choler, Philippe, additional, Chown, Steven L., additional, Cifuentes, Edgar F., additional, Čiliak, Marek, additional, Contador, Tamara, additional, Convey, Peter, additional, Cooper, Elisabeth J., additional, Cremonese, Edoardo, additional, Curasi, Salvatore R., additional, Curtis, Robin, additional, Cutini, Maurizio, additional, Dahlberg, C. Johan, additional, Daskalova, Gergana N., additional, de Pablo, Miguel Angel, additional, Della Chiesa, Stefano, additional, Dengler, Jürgen, additional, Deronde, Bart, additional, Descombes, Patrice, additional, Di Cecco, Valter, additional, Di Musciano, Michele, additional, Dick, Jan, additional, Dimarco, Romina D., additional, Dolezal, Jiri, additional, Dorrepaal, Ellen, additional, Dušek, Jiří, additional, Eisenhauer, Nico, additional, Eklundh, Lars, additional, Erickson, Todd E., additional, Erschbamer, Brigitta, additional, Eugster, Werner, additional, Ewers, Robert M., additional, Exton, Dan A., additional, Fanin, Nicolas, additional, Fazlioglu, Fatih, additional, Feigenwinter, Iris, additional, Fenu, Giuseppe, additional, Ferlian, Olga, additional, Fernández Calzado, M. Rosa, additional, Fernández‐Pascual, Eduardo, additional, Finckh, Manfred, additional, Higgens, Rebecca Finger, additional, Forte, T'ai G. W., additional, Freeman, Erika C., additional, Frei, Esther R., additional, Fuentes‐Lillo, Eduardo, additional, García, Rafael A., additional, García, María B., additional, Géron, Charly, additional, Gharun, Mana, additional, Ghosn, Dany, additional, Gigauri, Khatuna, additional, Gobin, Anne, additional, Goded, Ignacio, additional, Goeckede, Mathias, additional, Gottschall, Felix, additional, Goulding, Keith, additional, Govaert, Sanne, additional, Graae, Bente Jessen, additional, Greenwood, Sarah, additional, Greiser, Caroline, additional, Grelle, Achim, additional, Guénard, Benoit, additional, Guglielmin, Mauro, additional, Guillemot, Joannès, additional, Haase, Peter, additional, Haider, Sylvia, additional, Halbritter, Aud H., additional, Hamid, Maroof, additional, Hammerle, Albin, additional, Hampe, Arndt, additional, Haugum, Siri V., additional, Hederová, Lucia, additional, Heinesch, Bernard, additional, Helfter, Carole, additional, Hepenstrick, Daniel, additional, Herberich, Maximiliane, additional, Herbst, Mathias, additional, Hermanutz, Luise, additional, Hik, David S., additional, Hoffrén, Raúl, additional, Homeier, Jürgen, additional, Hörtnagl, Lukas, additional, Høye, Toke T., additional, Hrbacek, Filip, additional, Hylander, Kristoffer, additional, Iwata, Hiroki, additional, Jackowicz‐Korczynski, Marcin Antoni, additional, Jactel, Hervé, additional, Järveoja, Järvi, additional, Jastrzębowski, Szymon, additional, Jentsch, Anke, additional, Jiménez, Juan J., additional, Jónsdóttir, Ingibjörg S., additional, Jucker, Tommaso, additional, Jump, Alistair S., additional, Juszczak, Radoslaw, additional, Kanka, Róbert, additional, Kašpar, Vít, additional, Kazakis, George, additional, Kelly, Julia, additional, Khuroo, Anzar A., additional, Klemedtsson, Leif, additional, Klisz, Marcin, additional, Kljun, Natascha, additional, Knohl, Alexander, additional, Kobler, Johannes, additional, Kollár, Jozef, additional, Kotowska, Martyna M., additional, Kovács, Bence, additional, Kreyling, Juergen, additional, Lamprecht, Andrea, additional, Lang, Simone I., additional, Larson, Christian, additional, Larson, Keith, additional, Laska, Kamil, additional, le Maire, Guerric, additional, Leihy, Rachel I., additional, Lens, Luc, additional, Liljebladh, Bengt, additional, Lohila, Annalea, additional, Lorite, Juan, additional, Loubet, Benjamin, additional, Lynn, Joshua, additional, Macek, Martin, additional, Mackenzie, Roy, additional, Magliulo, Enzo, additional, Maier, Regine, additional, Malfasi, Francesco, additional, Máliš, František, additional, Man, Matěj, additional, Manca, Giovanni, additional, Manco, Antonio, additional, Manise, Tanguy, additional, Manolaki, Paraskevi, additional, Marciniak, Felipe, additional, Matula, Radim, additional, Mazzolari, Ana Clara, additional, Medinets, Sergiy, additional, Medinets, Volodymyr, additional, Meeussen, Camille, additional, Merinero, Sonia, additional, Mesquita, Rita de Cássia Guimarães, additional, Meusburger, Katrin, additional, Meysman, Filip J. R., additional, Michaletz, Sean T., additional, Milbau, Ann, additional, Moiseev, Dmitry, additional, Moiseev, Pavel, additional, Mondoni, Andrea, additional, Monfries, Ruth, additional, Montagnani, Leonardo, additional, Moriana‐Armendariz, Mikel, additional, Morra di Cella, Umberto, additional, Mörsdorf, Martin, additional, Mosedale, Jonathan R., additional, Muffler, Lena, additional, Muñoz‐Rojas, Miriam, additional, Myers, Jonathan A., additional, Myers‐Smith, Isla H., additional, Nagy, Laszlo, additional, Nardino, Marianna, additional, Naujokaitis‐Lewis, Ilona, additional, Newling, Emily, additional, Nicklas, Lena, additional, Niedrist, Georg, additional, Niessner, Armin, additional, Nilsson, Mats B., additional, Normand, Signe, additional, Nosetto, Marcelo D., additional, Nouvellon, Yann, additional, Nuñez, Martin A., additional, Ogaya, Romà, additional, Ogée, Jérôme, additional, Okello, Joseph, additional, Olejnik, Janusz, additional, Olesen, Jørgen Eivind, additional, Opedal, Øystein H., additional, Orsenigo, Simone, additional, Palaj, Andrej, additional, Pampuch, Timo, additional, Panov, Alexey V., additional, Pärtel, Meelis, additional, Pastor, Ada, additional, Pauchard, Aníbal, additional, Pauli, Harald, additional, Pavelka, Marian, additional, Pearse, William D., additional, Peichl, Matthias, additional, Pellissier, Loïc, additional, Penczykowski, Rachel M., additional, Penuelas, Josep, additional, Petit Bon, Matteo, additional, Petraglia, Alessandro, additional, Phartyal, Shyam S., additional, Phoenix, Gareth K., additional, Pio, Casimiro, additional, Pitacco, Andrea, additional, Pitteloud, Camille, additional, Plichta, Roman, additional, Porro, Francesco, additional, Portillo‐Estrada, Miguel, additional, Poulenard, Jérôme, additional, Poyatos, Rafael, additional, Prokushkin, Anatoly S., additional, Puchalka, Radoslaw, additional, Pușcaș, Mihai, additional, Radujković, Dajana, additional, Randall, Krystal, additional, Ratier Backes, Amanda, additional, Remmele, Sabine, additional, Remmers, Wolfram, additional, Renault, David, additional, Risch, Anita C., additional, Rixen, Christian, additional, Robinson, Sharon A., additional, Robroek, Bjorn J. M., additional, Rocha, Adrian V., additional, Rossi, Christian, additional, Rossi, Graziano, additional, Roupsard, Olivier, additional, Rubtsov, Alexey V., additional, Saccone, Patrick, additional, Sagot, Clotilde, additional, Sallo Bravo, Jhonatan, additional, Santos, Cinthya C., additional, Sarneel, Judith M., additional, Scharnweber, Tobias, additional, Schmeddes, Jonas, additional, Schmidt, Marius, additional, Scholten, Thomas, additional, Schuchardt, Max, additional, Schwartz, Naomi, additional, Scott, Tony, additional, Seeber, Julia, additional, Segalin de Andrade, Ana Cristina, additional, Seipel, Tim, additional, Semenchuk, Philipp, additional, Senior, Rebecca A., additional, Serra‐Diaz, Josep M., additional, Sewerniak, Piotr, additional, Shekhar, Ankit, additional, Sidenko, Nikita V., additional, Siebicke, Lukas, additional, Siegwart Collier, Laura, additional, Simpson, Elizabeth, additional, Siqueira, David P., additional, Sitková, Zuzana, additional, Six, Johan, additional, Smiljanic, Marko, additional, Smith, Stuart W., additional, Smith‐Tripp, Sarah, additional, Somers, Ben, additional, Sørensen, Mia Vedel, additional, Souza, José João L. L., additional, Souza, Bartolomeu Israel, additional, Souza Dias, Arildo, additional, Spasojevic, Marko J., additional, Speed, James D. M., additional, Spicher, Fabien, additional, Stanisci, Angela, additional, Steinbauer, Klaus, additional, Steinbrecher, Rainer, additional, Steinwandter, Michael, additional, Stemkovski, Michael, additional, Stephan, Jörg G., additional, Stiegler, Christian, additional, Stoll, Stefan, additional, Svátek, Martin, additional, Svoboda, Miroslav, additional, Tagesson, Torbern, additional, Tanentzap, Andrew J., additional, Tanneberger, Franziska, additional, Theurillat, Jean‐Paul, additional, Thomas, Haydn J. D., additional, Thomas, Andrew D., additional, Tielbörger, Katja, additional, Tomaselli, Marcello, additional, Treier, Urs Albert, additional, Trouillier, Mario, additional, Turtureanu, Pavel Dan, additional, Tutton, Rosamond, additional, Tyystjärvi, Vilna A., additional, Ueyama, Masahito, additional, Ujházy, Karol, additional, Ujházyová, Mariana, additional, Uogintas, Domas, additional, Urban, Anastasiya V., additional, Urban, Josef, additional, Urbaniak, Marek, additional, Ursu, Tudor‐Mihai, additional, Vaccari, Francesco Primo, additional, Van de Vondel, Stijn, additional, van den Brink, Liesbeth, additional, Van Geel, Maarten, additional, Vandvik, Vigdis, additional, Vangansbeke, Pieter, additional, Varlagin, Andrej, additional, Veen, G. F., additional, Veenendaal, Elmar, additional, Venn, Susanna E., additional, Verbeeck, Hans, additional, Verbrugggen, Erik, additional, Verheijen, Frank G. A., additional, Villar, Luis, additional, Vitale, Luca, additional, Vittoz, Pascal, additional, Vives‐Ingla, Maria, additional, von Oppen, Jonathan, additional, Walz, Josefine, additional, Wang, Runxi, additional, Wang, Yifeng, additional, Way, Robert G., additional, Wedegärtner, Ronja E. M., additional, Weigel, Robert, additional, Wild, Jan, additional, Wilkinson, Matthew, additional, Wilmking, Martin, additional, Wingate, Lisa, additional, Winkler, Manuela, additional, Wipf, Sonja, additional, Wohlfahrt, Georg, additional, Xenakis, Georgios, additional, Yang, Yan, additional, Yu, Zicheng, additional, Yu, Kailiang, additional, Zellweger, Florian, additional, Zhang, Jian, additional, Zhang, Zhaochen, additional, Zhao, Peng, additional, Ziemblińska, Klaudia, additional, Zimmermann, Reiner, additional, Zong, Shengwei, additional, Zyryanov, Viacheslav I., additional, Nijs, Ivan, additional, and Lenoir, Jonathan, additional

Published
2022
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26. The relationship between the granulometric composition of grassland soils and their content of mineral nitrogen and organic carbon.

Author

Pietrzak, Stefan and Urbaniak, Marek

Subjects
GRASSLAND soils, NITROGEN in soils, SOIL mineralogy, SOIL composition, CARBON in soils, PARTICLE size distribution
Abstract

The study analysed the relationship between the granulometric composition of grassland soils as determined by laser diffraction and their content of mineral forms of nitrogen and organic carbon. The content of mineral forms of nitrogen (NO3-N and NH4-N) in soil samples -- after their extraction with 1% solution K2SO4, was determined by flow colourimetry. Soil organic carbon content was determined using the Tyurin method. The study examined soil samples collected from 169 control and measurement sites located in different regions of Poland in terms of conditions for agricultural production. Statistical analyses of the research results showed that the grain size of grassland soils had a significant effect on their ammonium nitrogen content but not on their nitrate nitrogen and organic carbon content. In this respect, it was found that there was a positive correlation between the share of the sand fraction and the content of ammonium nitrogen in soils and an opposite relation between the share of coarse silt, fine silt and clay and the content of the aforementioned component. Results of the analyses differ considerably from the results of studies by other authors on the influence of soil grain size distribution on the content of mineral nitrogen and organic carbon in soils based on classical methods of measurements of soil particle size distribution. There is a need to develop solutions to convert and compare results obtained by laser diffraction and standard methods. [ABSTRACT FROM AUTHOR]

Published
2023
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27. Measuring Major Components of the Terrestrial Carbon Balance

Author

Urbaniak, Marek, primary, Chojnicki, Bogdan H., additional, Juszczak, Radosław, additional, Augustin, Jürgen, additional, Leśny, Jacek, additional, Ziemblińska, Klaudia, additional, Kowalska, Natalia, additional, Sakowska, Karolina, additional, Siedlecki, Paweł, additional, Danielewska, Alina, additional, and Olejnik, Janusz, additional

Published
2015
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28. Mismatches between soil and air temperature

Author

Vaccari, Francesco, Seipel, Tim, Kljun, Natascha, Radujković, Dajana, Crowther, Thomas, Grelle, Achim, Mondoni, Andrea, Finckh, Manfred, Wang, Yifeng, Abedi, Mehdi, Simpson, Elizabeth, Verheijen, Frank, Andres, Christian, Assis, Rafael, Descombes, Patrice, Manco, Antonio, Lens , Luc, Pitacco, Andrea, Erfanian, Mohammad, Phoenix, Gareth, Iwata, Hiroki, de Andrade, Ana, Medinets, Sergiy, Dušek, Jiří, Bruna, Josef, Svoboda, Miroslav, Aalto, Juha, Buysse, Pauline, Lynn , Joshua, Hylander, Kristoffer, Rubtsov, Alexey, Macek, Martin, Freeman, Erika, Venn, Susanna, Bauters, Marijn, Puchalka, Radoslaw, Feigenwinter, Iris, Mackenzie, Roy, Tanneberger, Franziska, Normand, Signe, Tomaselli, Marcello, Okello, Joseph, Alatalo, Juha, Scharnweber, Tobias, Aerts, Rien, Wang, Runxi, Meysman, Filip, Jónsdóttir, Ingibjörg, Dimarco, Romina, Vandvik , Vigdis, Penczykowski, Rachel, Guénard, Benoit, Nouvellon, Yann, Spasojevic, Marko, Svátek, Martin, Barthel, Matti, Stanisci, Angela, Yu, Zicheng, Nuñez, Martin, Cesarz, Simone, Van Meerbeek, Koenraad, Candan, Onur, Jucker, Tommaso, Ahmadian, Negar, Way, Robert, Ashcroft, Michael, Kolle, Olaf, Pitteloud, Camille, Høye, Toke, Montagnani, Leonardo, Vittoz, Pascal, Dolezal, Jiri, Goeckede, Mathias, Schmidt, Marius, Moiseev, Dmitry, Goded, Ignacio, Benito-Alonso, José-Luis, di Cella, Umberto, Convey, Peter, Lorite, Juan, Sagot, Clotilde, Bader, Maaike, Shekhar, Ankit, Porro, Francesco, Jastrzebowski, Szymon, Manca, Giovanni, Helfter, Carole, Exton, Dan, Smith, Stuart, Olejnik, Janusz, Cremonese, Edoardo, Pearse, William, Jump, Alistair, Pastor, Ada, Sarneel, Judith, Matula, Radim, Pauli, Harald, Stemkovski, Michael, Dick, Jan, Lohila, Annalea, Trouillier, Mario, Man, Matěj, Björk, Robert, Sewerniak, Piotr, Géron, Charly, Bon, Matteo, Santos, Cinthya, Curtis, Robin, Kollár, Jozef, Vives-Ingla, Maria, Pio, Casimiro, DIAZ, Jose, Boike, Julia, Basham, Edmund, Liljebladh, Bengt, Rossi, Graziano, Siqueira, David, Mosedale, Jonathan, Varlagin, Andrej, Máliš, František, Laska, Kamil, RENAULT, David, Verbeeck, Hans, Heinesch, Bernard, García, María, Zhang, Zhaochen, Sidenko, Nikita, Poyatos, Rafael, Bjornsdottir, Katrin, Hrbacek, Filip, Andrews, Christopher, Senior, Rebecca, Jactel, Hervé, Wilmking, Martin, Choler, Philippe, Aschero, Valeria, Naujokaitis-Lewis, Ilona, Lamprecht, Andrea, Jimenez, Juan, Khuroo, Anzar, Phartyal, Shyam, Moiseev, Pavel, García, Rafael, Zyryanov, Viacheslav, Kemppinen, Julia, Yang , Yan, Van Geel, Maarten, Nardino, Marianna, Malfasi, Francesco, Haider, Sylvia, Hamid, Maroof, Leihy, Rachel, de Pablo, Miguel, Rossi, Christian, Urban, Anastasiya, Erschbamer, Brigitta, Bell, Michael, Marchesini, Luca, Urbaniak, Marek, Zong, Shengwei, Ammann, Christof, Bahalkeh, Khadijeh, Smiljanic, Marko, Uogintas, Domas, Xenakis, Georgios, Sitková, Zuzana, Stoll, Stefan, Haase, Peter, Hermanutz, Luise, Peichl, Matthias, Altman, Jan, Verbruggen, Erik, Čiliak, Marek, Thomas, Andrew, Assmann, Jakob, Tyystjärvi, Vilna, Panov, Alexey, Milbau, Ann, Nagy, Laszlo, Kelly, Julia, Pärtel, Meelis, Campoe, Otávio, Myers, Jonathan, Muffler, Lena, Juszczak, Radoslaw, Hoffrén, Raúl, Pavelka, Marian, Plichta, Roman, Munoz-Rojas, Miriam, Niittynen, Pekka, Daskalova, Gergana, Maclean, Ilya, Alexander, Jake, Carnicer, Jofre, Herbst, Mathias, Larson, Christian, Cannone, Nicoletta, Arzac, Alberto, Ujházyová, Mariana, Jentsch, Anke, Penuelas, Josep, Nosetto, Marcelo, Chown, Steven, Kanka, Róbert, Walz, Josefine, Rixen, Christian, Fernández-Pascual, Eduardo, Steinbauer, Klaus, Zellweger, Florian, Frei, Esther, Scott, Tony, Erickson, Todd, Luoto, Miska, Wedegärtner, Ronja, Bravo, Jhonatan, Ujházy, Karol, Zhang, Jian, Järveoja, Järvi, Nijs, Ivan, Olesen, Jørgen, Hepenstrick, Daniel, Greenwood, Sarah, Buchmann, Nina, von Oppen, Jonathan, Deronde, Bart, Merinero, Sonia, Semenchuk, Philipp, Myers-Smith, Isla, Steinwandter, Michael, Dengler, Jürgen, Hammerle, Albin, Kovács, Bence, Forte, Tai, Haugum, Siri, Klemedtsson, Leif, Homeier, Jürgen, Calzado, M., Chojnicki, Bogdan, Ardö, Jonas, Scholten, Thomas, Risch, Anita, Robroek, Bjorn, Larson, Keith, Nilsson, Matts, Higgens, Rebecca, Magliulo, Enzo, Gharun, Mana, Fenu, Giuseppe, Herberich, Maximiliane, Newling, Emily, Vangansbeke, Pieter, Orsenigo, Simone, Souza, José, Bokhorst, Stef, Knohl, Alexander, Spicher, Fabien, Di Cecco, Valter, Ogée, Jérôme, Ursu, Tudor-Mihai, Rocha, Adrian, Dorrepaal, Ellen, Björkman, Mats, Kreyling, Juergen, Treier, Urs, van den Hoogen, Johan, Loubet, Benjamin, Opedal, Øystein, Bazzichetto, Manuele, Vitale, Luca, Blonder, Benjamin, Ejtehadi, Hamid, Speed, James, Boeckx, Pascal, Ziemblińska, Klaudia, Dahlberg, C., Carbognani, Michele, Gobin, Anne, Remmers, Wolfram, Arriga, Nicola, Thomas, Haydn, Marciniak, Felipe, Remmele, Sabine, Collier, Laura, Wingate, Lisa, Seeber, Julia, Cooper, Elisabeth, Steinbrecher, Rainer, Barrio, Isabel, Hampe, Arndt, Ogaya, Romà, Michaletz, Sean, Moriana-Armendariz, Mikel, le Maire, Guerric, Abdalaze, Otar, Guillemot, Joannès, Mörsdorf, Martin, Canessa, Rafaella, Tanentzap, Andrew, Backes, Amanda, Poulenard, Jérôme, De Frenne, Pieter, Graae, Bente, Yu, Kailiang, Palaj, Andrej, Meeussen, Camille, Mazzolari, Ana, Casanova-Katny, Angélica, Manolaki, Paraskevi, Niessner, Armin, Van de Vondel, Stijn, Wohlfahrt, Georg, Fuentes-Lillo, Eduardo, Bailey, Joseph, Petraglia, Alessandro, Kašpar, Vít, Goulding, Keith, Somers, Ben, Schwartz, Naomi, Smith-Tripp, Sarah, Lenoir, Jonathan, de Cássia Guimarães Mesquita, Rita, Aartsma, Peter, Urban, Josef, Eklundh, Lars, Roupsard, Olivier, Curasi, Salvatore, Greise, Caroline, Ferlian, Olga, Randall, Krystal, Camargo, José, Meusburger, Katrin, Siebicke, Lukas, Ueyama, Masahito, Eisenhauer, Nico, Brum, Barbara, Kotowska, Martyna, Stiegler, Christian, Kazakis, George, Hörtnagl, Lukas, Berauer, Bernd, Jackowicz-Korczynski, Marcin, Winkler, Manuela, Hik, David, Pauchard, Aníbal, Fazlioglu, Fatih, Contador, Tamara, Turtureanu, Pavel, Souza, Bartolomeu, Manise, Tanguy, Cutini, Maurizio, Benavides, Juan, Stephan, Jörg, Tutton, Rosamond, Di Musciano, Michele, Barros, Agustina, Kopecký, Martin, Della Chiesa, Stefano, Ghosn, Dany, Haesen, Stef, Ahrends, Antje, Wipf, Sonja, Zimmermann, Reiner, Tagesson, Torbern, Maier, Regine, Wild, Jan, Tielbörger, Katja, Zhao, Peng, Prokushkin, Anatoly, Kobler, Johannes, Klisz, Marcin, Pușcaș, Mihai, Veen, G., Villar, Luis, Bjerke, Jarle, Wilkinson, Matthew, Allonsius, Camille, Dias, Arildo, Six, Johan, Gigauri, Khatuna, Pampuch, Timo, Theurillat, Jean-Paul, Cifuentes, Edgar, Portillo-Estrada, Miguel, Hederová, Lucia, Klinges, David, Govaert, Sanne, Scheffers, Brett, Eugster, Werner, Guglielmin, Mauro, Medinets, Volodymyr, Lang, Simone, Pellissier, Loïc, Niedrist, Georg, Fanin, Nicolas, Nicklas, Lena, Schmeddes, Jonas, Veenendaal, Elmar, Barančok, Peter, Weigel, Robert, van den Brink, Liesbeth, Sørensen, Mia, Gottschall, Felix, Ewers, Robert, Halbritter, Aud, and Lembrechts, Jonas

Subjects
bepress|Physical Sciences and Mathematics, bepress|Physical Sciences and Mathematics|Earth Sciences|Soil Science, bepress|Life Sciences, bepress|Physical Sciences and Mathematics|Oceanography and Atmospheric Sciences and Meteorology|Climate, bepress|Physical Sciences and Mathematics|Oceanography and Atmospheric Sciences and Meteorology, bepress|Physical Sciences and Mathematics|Earth Sciences, bepress|Physical Sciences and Mathematics|Environmental Sciences, bepress|Life Sciences|Ecology and Evolutionary Biology, bepress|Physical Sciences and Mathematics|Environmental Sciences|Environmental Monitoring
Abstract

Research in environmental science relies heavily on global climatic grids derived from estimates of air temperature at around 2 meter above ground1-3. These climatic grids however fail to reflect conditions near and below the soil surface, where critical ecosystem functions such as soil carbon storage are controlled and most biodiversity resides4-8. By using soil temperature time series from over 8500 locations across all of the world’s terrestrial biomes4, we derived global maps of soil temperature-related variables at 1 km resolution for the 0–5 and 5–15 cm depth horizons. Based on these maps, we show that mean annual soil temperature differs markedly from the corresponding 2 m gridded air temperature, by up to 10°C, with substantial variation across biomes and seasons. Soils in cold and/or dry biomes are annually substantially warmer (3.6°C ± 2.3°C) than gridded air temperature, whereas soils in warm and humid environments are slightly cooler (0.7 ± 2.3°C). As a result, annual soil temperature varies less (by 17%) across the globe than air temperature. The effect of macroclimatic conditions on the difference between soil and air temperature highlights the importance of considering that macroclimate warming may not result in the same level of soil temperature warming. Similarly, changes in precipitation could alter the relationship between soil and air temperature, with implications for soil-atmosphere feedbacks9. Our results underpin that the impacts of climate and climate change on biodiversity and ecosystem functioning are inaccurately assessed when air rather than soil temperature is used, especially in cold environments.

Published
2021

31. Modeling the impacts of diffuse light fraction on photosynthesis in ORCHIDEE (v5453) land surface model

Author

Zhang, Yuan, primary, Bastos, Ana, additional, Maignan, Fabienne, additional, Goll, Daniel, additional, Boucher, Olivier, additional, Li, Laurent, additional, Cescatti, Alessandro, additional, Vuichard, Nicolas, additional, Chen, Xiuzhi, additional, Ammann, Christof, additional, Arain, M. Altaf, additional, Black, T. Andrew, additional, Chojnicki, Bogdan, additional, Kato, Tomomichi, additional, Mammarella, Ivan, additional, Montagnani, Leonardo, additional, Roupsard, Olivier, additional, Sanz, Maria J., additional, Siebicke, Lukas, additional, Urbaniak, Marek, additional, Vaccari, Francesco Primo, additional, Wohlfahrt, Georg, additional, Woodgate, Will, additional, and Ciais, Philippe, additional

Published
2020
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32. Supplementary material to "Modeling the impacts of diffuse light fraction on photosynthesis in ORCHIDEE (v5453) land surface model"

Author

Zhang, Yuan, primary, Bastos, Ana, additional, Maignan, Fabienne, additional, Goll, Daniel, additional, Boucher, Olivier, additional, Li, Laurent, additional, Cescatti, Alessandro, additional, Vuichard, Nicolas, additional, Chen, Xiuzhi, additional, Ammann, Christof, additional, Arain, Altaf, additional, Black, T. Andrew, additional, Chojnicki, Bogdan, additional, Kato, Tomomichi, additional, Mammarella, Ivan, additional, Montagnani, Leonardo, additional, Roupsard, Olivier, additional, Sanz, Maria J., additional, Siebicke, Lukas, additional, Urbaniak, Marek, additional, Vaccari, Francesco Primo, additional, Wohlfahrt, Georg, additional, Woodgate, Will, additional, and Ciais, Philippe, additional

Published
2020
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33. Carbon–nitrogen interactions in European forests and semi-natural vegetation – Part 1: Fluxes and budgets of carbon, nitrogen and greenhouse gases from ecosystem monitoring and modelling

Author

Flechard, Chris R., primary, Ibrom, Andreas, additional, Skiba, Ute M., additional, de Vries, Wim, additional, van Oijen, Marcel, additional, Cameron, David R., additional, Dise, Nancy B., additional, Korhonen, Janne F. J., additional, Buchmann, Nina, additional, Legout, Arnaud, additional, Simpson, David, additional, Sanz, Maria J., additional, Aubinet, Marc, additional, Loustau, Denis, additional, Montagnani, Leonardo, additional, Neirynck, Johan, additional, Janssens, Ivan A., additional, Pihlatie, Mari, additional, Kiese, Ralf, additional, Siemens, Jan, additional, Francez, André-Jean, additional, Augustin, Jürgen, additional, Varlagin, Andrej, additional, Olejnik, Janusz, additional, Juszczak, Radosław, additional, Aurela, Mika, additional, Berveiller, Daniel, additional, Chojnicki, Bogdan H., additional, Dämmgen, Ulrich, additional, Delpierre, Nicolas, additional, Djuricic, Vesna, additional, Drewer, Julia, additional, Dufrêne, Eric, additional, Eugster, Werner, additional, Fauvel, Yannick, additional, Fowler, David, additional, Frumau, Arnoud, additional, Granier, André, additional, Gross, Patrick, additional, Hamon, Yannick, additional, Helfter, Carole, additional, Hensen, Arjan, additional, Horváth, László, additional, Kitzler, Barbara, additional, Kruijt, Bart, additional, Kutsch, Werner L., additional, Lobo-do-Vale, Raquel, additional, Lohila, Annalea, additional, Longdoz, Bernard, additional, Marek, Michal V., additional, Matteucci, Giorgio, additional, Mitosinkova, Marta, additional, Moreaux, Virginie, additional, Neftel, Albrecht, additional, Ourcival, Jean-Marc, additional, Pilegaard, Kim, additional, Pita, Gabriel, additional, Sanz, Francisco, additional, Schjoerring, Jan K., additional, Sebastià, Maria-Teresa, additional, Tang, Y. Sim, additional, Uggerud, Hilde, additional, Urbaniak, Marek, additional, van Dijk, Netty, additional, Vesala, Timo, additional, Vidic, Sonja, additional, Vincke, Caroline, additional, Weidinger, Tamás, additional, Zechmeister-Boltenstern, Sophie, additional, Butterbach-Bahl, Klaus, additional, Nemitz, Eiko, additional, and Sutton, Mark A., additional

Published
2020
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36. Impact of reduced precipitation and increased temperature on CH4 emission from peatland in Western Poland

Author

Strozecki, Marcin, primary, Rastogi, Anshu, additional, Chojnicki, Bogdan, additional, Leśny, Jacek, additional, Urbaniak, Marek, additional, Olejnik, Janusz, additional, Basińska, Anna, additional, Lamentowicz, Mariusz, additional, Łuców, Dominika, additional, Gąbka, Maciej, additional, Józefczyk, Damian, additional, Samson, Mateusz, additional, Hoffmann, Mathias, additional, Silvennoinen, Hanna, additional, and Juszczak, Radosław, additional

Published
2020
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37. Carbon/nitrogen interactions in European forests and semi-natural vegetation. Part I: Fluxes and budgets of carbon, nitrogen and greenhouse gases from ecosystem monitoring and modelling

Author

Flechard, Chris R., Ibrom, Andreas, Skiba, Ute M., de Vries, Wim, Van Oijen, Marcel, Cameron, David R., Dise, Nancy B., Korhonen, Janne F.J., Buchmann, Nina, Legout, Arnaud, Simpson, David, Sanz, Maria J., Aubinet, Marc, Loustau, Denis, Montagnani, Leonardo, Neirynck, Johan, Janssens, Ivan A., Pihlatie, Mari, Kiese, Ralf, Siemens, Jan, Francez, André-Jean, Augustin, Jürgen, Varlagin, Andrej, Olejnik, Janusz, Juszczak, Radosław, Aurela, Mika, Chojnicki, Bogdan H., Dämmgen, Ulrich, Djuricic, Vesna, Drewer, Julia, Eugster, Werner, Fauvel, Yannick, Fowler, David, Frumau, Arnoud, Granier, André, Gross, Patrick, Hamon, Yannick, Helfter, Carole, Hensen, Arjan, Horváth, László, Kitzler, Barbara, Kruijt, Bart, Kutsch, Werner L., Lobo-Do-Vale, Raquel, Lohila, Annalea, Longdoz, Bernard, Marek, Michal V., Matteucci, Giorgio, Mitosinkova, Marta, Moreaux, Virginie, Neftel, Albrecht, Ourcival, Jean-Marc, Pilegaard, Kim, Pita, Gabriel, Sanz, Francisco, Schjoerring, Jan K., Sebastià, Maria-Teresa, Tang, Y. Sim, Uggerud, Hilde, Urbaniak, Marek, van Dijk, Netty, Vesala, Timo, Vidic, Sonja, Vincke, Caroline, Weidinger, Tamás, Zechmeister-Boltenstern, Sophie, Butterbach-Bahl, Klaus, Nemitz, Eiko, and Sutton, Mark A.

Abstract

ISSN:1810-6277 ISSN:1810-6285

Published
2019

38. Modeling the impacts of diffuse light fraction on photosynthesis in ORCHIDEE (v5453) land surface model

Author

Zhang, Yuan, Bastos, Ana, Maignan, Fabienne, Goll, Daniel, Boucher, Olivier, Li, Laurent, Cescatti, Alessandro, Vuichard, Nicolas, Chen, Xiuzhi, Ammann, Christof, Arain, M. Altaf, Black, Thomas Andrew, Chojnicki, Bogdan, Kato, Tomomichi, Mammarella, Ivan, Montagnani, Leonardo, Roupsard, Olivier, Sanz, Maria J., Siebicke, Lukas, Urbaniak, Marek, Vaccari, Francesco Primo, Wohlfahrt, Georg, Woodgate, Will, Ciais, Philippe, Zhang, Yuan, Bastos, Ana, Maignan, Fabienne, Goll, Daniel, Boucher, Olivier, Li, Laurent, Cescatti, Alessandro, Vuichard, Nicolas, Chen, Xiuzhi, Ammann, Christof, Arain, M. Altaf, Black, Thomas Andrew, Chojnicki, Bogdan, Kato, Tomomichi, Mammarella, Ivan, Montagnani, Leonardo, Roupsard, Olivier, Sanz, Maria J., Siebicke, Lukas, Urbaniak, Marek, Vaccari, Francesco Primo, Wohlfahrt, Georg, Woodgate, Will, and Ciais, Philippe

Abstract

Aerosol- and cloud-induced changes in diffuse light have important impacts on the global land carbon cycle, as they alter light distribution and photosynthesis in vegetation canopies. However, this effect remains poorly represented or evaluated in current land surface models. Here, we add a light partitioning module and a new canopy light transmission module to the ORCHIDEE (Organising Carbon and Hydrology In Dynamic Ecosystems) land surface model (trunk version, v5453) and use the revised model, ORCHIDEE_DF, to estimate the fraction of diffuse light and its effect on gross primary production (GPP) in a multilayer canopy. We evaluate the new parameterizations using flux observations from 159 eddy covariance sites over the globe. Our results show that, compared with the original model, ORCHIDEE_DF improves the GPP simulation under sunny conditions and captures the observed higher photosynthesis under cloudier conditions in most plant functional types (PFTs). Our results also indicate that the larger GPP under cloudy conditions compared with sunny conditions is mainly driven by increased diffuse light in the morning and in the afternoon as well as by a decreased vapor pressure deficit (VPD) and decreased air temperature at midday. The observations show that the strongest positive effects of diffuse light on photosynthesis are found in the range from 5 to 20 ∘C and at a VPD < 1 kPa. This effect is found to decrease when the VPD becomes too large or the temperature falls outside of the abovementioned range, which is likely due to the increasing stomatal resistance to leaf CO2 uptake. ORCHIDEE_DF underestimates the diffuse light effect at low temperature in all PFTs and overestimates this effect at high temperature and at a high VPD in grasslands and croplands. The new model has the potential to better investigate the impact of large-scale aerosol changes and long-term changes in cloudiness on the terrestrial carbon budget, both in the historical period and in the contex

Published
2020

39. Carbon -nitrogen interactions in European forests and semi-natural vegetation. Part 1: Fluxes and budgets of carbon, nitrogen and greenhouse gases from ecosystem monitoring and modelling

Author

Flechard, Chris R., Ibrom, Andreas, Skiba, Ute M., de Vries, Wim, Van Oijen, Marcel, Cameron, David R., Dise, Nancy B., Korhonen, Janne F.J., Buchmann, Nina, Legout, Arnaud, Simpson, David, Sanz, Maria J., Aubinet, Marc, Loustau, Denis, Montagnani, Leonardo, Neirynck, Johan, Janssens, Ivan A., Pihlatie, Mari, Kiese, Ralf, Siemens, Jan, Francez, André-Jean, Augustin, Jürgen, Varlagin, Andrej, Olejnik, Janusz, Juszczak, Radosław, Aurela, Mika, Berveiller, Daniel, Chojnicki, Bogdan H., Dämmgen, Ulrich, Delpierre, Nicolas, Djuricic, Vesna, Drewer, Julia, Dufrêne, Eric, Eugster, Werner, Fauvel, Yannick, Fowler, David, Frumau, Arnoud, Granier, André, Gross, Patrick, Hamon, Yannick, Helfter, Carole, Hensen, Arjan, Horváth, László, Kitzler, Barbara, Kruijt, Bart, Kutsch, Werner L., Lobo-do-Vale, Raquel, Lohila, Annalea, Longdoz, Bernard, Marek, Michal V., Matteucci, Giorgio, Mitosinkova, Marta, Moreaux, Virginie, Neftel, Albrecht, Ourcival, Jean-Marc, Pilegaard, Kim, Pita, Gabriel, Sanz, Francisco, Schjoerring, Jan K., Sebastià, Maria-Teresa, Tang, Y. Sim, Uggerud, Hilde, Urbaniak, Marek, van Dijk, Netty, Vesala, Timo, Vidic, Sonja, Vincke, Caroline, Weidinger, Tamás, Zechmeister-Boltenstern, Sophie, Butterbach-Bahl, Klaus, Nemitz, Eiko, Sutton, Mark A., Flechard, Chris R., Ibrom, Andreas, Skiba, Ute M., de Vries, Wim, Van Oijen, Marcel, Cameron, David R., Dise, Nancy B., Korhonen, Janne F.J., Buchmann, Nina, Legout, Arnaud, Simpson, David, Sanz, Maria J., Aubinet, Marc, Loustau, Denis, Montagnani, Leonardo, Neirynck, Johan, Janssens, Ivan A., Pihlatie, Mari, Kiese, Ralf, Siemens, Jan, Francez, André-Jean, Augustin, Jürgen, Varlagin, Andrej, Olejnik, Janusz, Juszczak, Radosław, Aurela, Mika, Berveiller, Daniel, Chojnicki, Bogdan H., Dämmgen, Ulrich, Delpierre, Nicolas, Djuricic, Vesna, Drewer, Julia, Dufrêne, Eric, Eugster, Werner, Fauvel, Yannick, Fowler, David, Frumau, Arnoud, Granier, André, Gross, Patrick, Hamon, Yannick, Helfter, Carole, Hensen, Arjan, Horváth, László, Kitzler, Barbara, Kruijt, Bart, Kutsch, Werner L., Lobo-do-Vale, Raquel, Lohila, Annalea, Longdoz, Bernard, Marek, Michal V., Matteucci, Giorgio, Mitosinkova, Marta, Moreaux, Virginie, Neftel, Albrecht, Ourcival, Jean-Marc, Pilegaard, Kim, Pita, Gabriel, Sanz, Francisco, Schjoerring, Jan K., Sebastià, Maria-Teresa, Tang, Y. Sim, Uggerud, Hilde, Urbaniak, Marek, van Dijk, Netty, Vesala, Timo, Vidic, Sonja, Vincke, Caroline, Weidinger, Tamás, Zechmeister-Boltenstern, Sophie, Butterbach-Bahl, Klaus, Nemitz, Eiko, and Sutton, Mark A.

Abstract

The impact of atmospheric reactive nitrogen (Nr) deposition on carbon (C) sequestration in soils and biomass of unfertilized, natural, semi-natural and forest ecosystems has been much debated. Many previous results of this dC∕dN response were based on changes in carbon stocks from periodical soil and ecosystem inventories, associated with estimates of Nr deposition obtained from large-scale chemical transport models. This study and a companion paper (Flechard et al., 2020) strive to reduce uncertainties of N effects on C sequestration by linking multi-annual gross and net ecosystem productivity estimates from 40 eddy covariance flux towers across Europe to local measurement-based estimates of dry and wet Nr deposition from a dedicated collocated monitoring network. To identify possible ecological drivers and processes affecting the interplay between C and Nr inputs and losses, these data were also combined with in situ flux measurements of NO, N2O and CH4 fluxes; soil NO−3 leaching sampling; and results of soil incubation experiments for N and greenhouse gas (GHG) emissions, as well as surveys of available data from online databases and from the literature, together with forest ecosystem (BASFOR) modelling. Multi-year averages of net ecosystem productivity (NEP) in forests ranged from −70 to 826 g C m−2 yr−1 at total wet + dry inorganic Nr deposition rates (Ndep) of 0.3 to 4.3 g N m−2 yr−1 and from −4 to 361 g C m−2 yr−1 at Ndep rates of 0.1 to 3.1 g N m−2 yr−1 in short semi-natural vegetation (moorlands, wetlands and unfertilized extensively managed grasslands). The GHG budgets of the forests were strongly dominated by CO2 exchange, while CH4 and N2O exchange comprised a larger proportion of the GHG balance in short semi-natural vegetation. Uncertainties in elemental budgets were much larger for nitrogen than carbon, especially at sites with elevated Ndep where Nr leaching losses were also very large, and compounded by the lack of reliable data on organic nitrogen

Published
2020

40. Carbon-nitrogen interactions in European forests and semi-natural vegetation - Part 1:Fluxes and budgets of carbon, nitrogen and greenhouse gases from ecosystem monitoring and modelling

Author

Flechard, Chris R., Ibrom, Andreas, Skiba, Ute M., de Vries, Wim, van Oijen, Marcel, Cameron, David R., Dise, Nancy B., Korhonen, Janne F. J., Buchmann, Nina, Legout, Arnaud, Simpson, David, Sanz, Maria J., Aubinet, Marc, Loustau, Denis, Montagnani, Leonardo, Neirynck, Johan, Janssens, Ivan A., Pihlatie, Mari, Kiese, Ralf, Siemens, Jan, Francez, Andre-Jean, Augustin, Juergen, Varlagin, Andrej, Olejnik, Janusz, Juszczak, Radoslaw, Aurela, Mika, Berveiller, Daniel, Chojnicki, Bogdan H., Dammgen, Ulrich, Delpierre, Nicolas, Djuricic, Vesna, Drewer, Julia, Dufrene, Eric, Eugster, Werner, Fauvel, Yannick, Fowler, David, Frumau, Arnoud, Granier, Andre, Gross, Patrick, Hamon, Yannick, Helfter, Carole, Hensen, Arjan, Horvath, Laszlo, Kitzler, Barbara, Kruijt, Bart, Kutsch, Werner L., Lobo-do-Vale, Raquel, Lohila, Annalea, Longdoz, Bernard, Marek, Michal, Matteucci, Giorgio, Mitosinkova, Marta, Moreaux, Virginie, Neftel, Albrecht, Ourcival, Jean-Marc, Pilegaard, Kim, Pita, Gabriel, Sanz, Francisco, Schjørring, Jan K., Sebastia, Maria-Teresa, Tang, Y. Sim, Uggerud, Hilde, Urbaniak, Marek, van Dijk, Netty, Vesala, Timo, Vidic, Sonja, Vincke, Caroline, Weidinger, Tamas, Zechmeister-Boltenstern, Sophie, Butterbach-Bah, Klaus, Nemitz, Eiko, Sutton, Mark A., Flechard, Chris R., Ibrom, Andreas, Skiba, Ute M., de Vries, Wim, van Oijen, Marcel, Cameron, David R., Dise, Nancy B., Korhonen, Janne F. J., Buchmann, Nina, Legout, Arnaud, Simpson, David, Sanz, Maria J., Aubinet, Marc, Loustau, Denis, Montagnani, Leonardo, Neirynck, Johan, Janssens, Ivan A., Pihlatie, Mari, Kiese, Ralf, Siemens, Jan, Francez, Andre-Jean, Augustin, Juergen, Varlagin, Andrej, Olejnik, Janusz, Juszczak, Radoslaw, Aurela, Mika, Berveiller, Daniel, Chojnicki, Bogdan H., Dammgen, Ulrich, Delpierre, Nicolas, Djuricic, Vesna, Drewer, Julia, Dufrene, Eric, Eugster, Werner, Fauvel, Yannick, Fowler, David, Frumau, Arnoud, Granier, Andre, Gross, Patrick, Hamon, Yannick, Helfter, Carole, Hensen, Arjan, Horvath, Laszlo, Kitzler, Barbara, Kruijt, Bart, Kutsch, Werner L., Lobo-do-Vale, Raquel, Lohila, Annalea, Longdoz, Bernard, Marek, Michal, Matteucci, Giorgio, Mitosinkova, Marta, Moreaux, Virginie, Neftel, Albrecht, Ourcival, Jean-Marc, Pilegaard, Kim, Pita, Gabriel, Sanz, Francisco, Schjørring, Jan K., Sebastia, Maria-Teresa, Tang, Y. Sim, Uggerud, Hilde, Urbaniak, Marek, van Dijk, Netty, Vesala, Timo, Vidic, Sonja, Vincke, Caroline, Weidinger, Tamas, Zechmeister-Boltenstern, Sophie, Butterbach-Bah, Klaus, Nemitz, Eiko, and Sutton, Mark A.

Abstract

The impact of atmospheric reactive nitrogen (N-r) deposition on carbon (C) sequestration in soils and biomass of unfertilized, natural, semi-natural and forest ecosystems has been much debated. Many previous results of this dC/dN response were based on changes in carbon stocks from periodical soil and ecosystem inventories, associated with estimates of N-r deposition obtained from large-scale chemical transport models. This study and a companion paper (Flechard et al., 2020) strive to reduce uncertainties of N effects on C sequestration by linking multi-annual gross and net ecosystem productivity estimates from 40 eddy covariance flux towers across Europe to local measurement-based estimates of dry and wet N-r deposition from a dedicated collocated monitoring network. To identify possible ecological drivers and processes affecting the interplay between C and N-r inputs and losses, these data were also combined with in situ flux measurements of NO, N2O and CH4 fluxes; soil NO3- leaching sampling; and results of soil incubation experiments for N and greenhouse gas (GHG) emissions, as well as surveys of available data from online databases and from the literature, together with forest ecosystem (BAS-FOR) modelling.Multi-year averages of net ecosystem productivity (NEP) in forests ranged from -70 to 826 gCm(-2) yr(-1) at total wet + dry inorganic N-r deposition rates (N-dep) of 0.3 to 4.3 gNm(-2) yr(-1) and from -4 to 361 g Cm-2 yr(-1) at N-dep rates of 0.1 to 3.1 gNm(-2) yr(-1) in short semi-natural vegetation (moorlands, wetlands and unfertilized extensively managed grasslands). The GHG budgets of the forests were strongly dominated by CO2 exchange, while CH4 and N2O exchange comprised a larger proportion of the GHG balance in short semi-natural vegetation. Uncertainties in elemental budgets were much larger for nitrogen than carbon, especially at sites with elevated N-dep where N-r leaching losses were also very large, and compounded by the lack of reliable

Published
2020

41. Carbon-nitrogen interactions in European forests and semi-natural vegetation - Part 1:Fluxes and budgets of carbon, nitrogen and greenhouse gases from ecosystem monitoring and modelling

Author

Sutton, Mark A., Flechard, Chris R., Ibrom, Andreas, Skiba, Ute M., De Vries, Wim, Van Oijen, Marcel, Cameron, David R., DIse, Nancy B., Korhonen, Janne F.J., Buchmann, Nina, Legout, Arnaud, Simpson, David, Sanz, Maria J., Aubinet, Marc, Loustau, Denis, Montagnani, Leonardo, Neirynck, Johan, Janssens, Ivan A., Pihlatie, Mari, Kiese, Ralf, Siemens, Jan, Francez, Andre Jean, Augustin, Jurgen, Varlagin, Andrej, Olejnik, Janusz, Juszczak, Radoslaw, Aurela, Mika, Berveiller, Daniel, Chojnicki, Bogdan H., Dämmgen, Ulrich, Delpierre, Nicolas, Djuricic, Vesna, Drewer, Julia, Dufrêne, Eric, Eugster, Werner, Fauvel, Yannick, Fowler, David, Frumau, Arnoud, Granier, André, Gross, Patrick, Hamon, Yannick, Helfter, Carole, Hensen, Arjan, Horvath, Laszlo, Kitzler, Barbara, Kruijt, Bart, Kutsch, Werner L., Lobo-Do-Vale, Raquel, Lohila, Annalea, Longdoz, Bernard, Marek, Michal V., Matteucci, Giorgio, Mitosinkova, Marta, Moreaux, Virginie, Neftel, Albrecht, Ourcival, Jean Marc, Pilegaard, Kim, Pita, Gabriel, Sanz, Francisco, Schjoerring, Jan K., Sebastià, Maria Teresa, Sim Tang, Y., Uggerud, Hilde, Urbaniak, Marek, Van DIjk, Netty, Vesala, Timo, Vidic, Sonja, Vincke, Caroline, Weidinger, Tamas, Zechmeister-Boltenstern, Sophie, Butterbach-Bahl, Klaus, Nemitz, Eiko, Sutton, Mark A., Flechard, Chris R., Ibrom, Andreas, Skiba, Ute M., De Vries, Wim, Van Oijen, Marcel, Cameron, David R., DIse, Nancy B., Korhonen, Janne F.J., Buchmann, Nina, Legout, Arnaud, Simpson, David, Sanz, Maria J., Aubinet, Marc, Loustau, Denis, Montagnani, Leonardo, Neirynck, Johan, Janssens, Ivan A., Pihlatie, Mari, Kiese, Ralf, Siemens, Jan, Francez, Andre Jean, Augustin, Jurgen, Varlagin, Andrej, Olejnik, Janusz, Juszczak, Radoslaw, Aurela, Mika, Berveiller, Daniel, Chojnicki, Bogdan H., Dämmgen, Ulrich, Delpierre, Nicolas, Djuricic, Vesna, Drewer, Julia, Dufrêne, Eric, Eugster, Werner, Fauvel, Yannick, Fowler, David, Frumau, Arnoud, Granier, André, Gross, Patrick, Hamon, Yannick, Helfter, Carole, Hensen, Arjan, Horvath, Laszlo, Kitzler, Barbara, Kruijt, Bart, Kutsch, Werner L., Lobo-Do-Vale, Raquel, Lohila, Annalea, Longdoz, Bernard, Marek, Michal V., Matteucci, Giorgio, Mitosinkova, Marta, Moreaux, Virginie, Neftel, Albrecht, Ourcival, Jean Marc, Pilegaard, Kim, Pita, Gabriel, Sanz, Francisco, Schjoerring, Jan K., Sebastià, Maria Teresa, Sim Tang, Y., Uggerud, Hilde, Urbaniak, Marek, Van DIjk, Netty, Vesala, Timo, Vidic, Sonja, Vincke, Caroline, Weidinger, Tamas, Zechmeister-Boltenstern, Sophie, Butterbach-Bahl, Klaus, and Nemitz, Eiko

Abstract

The impact of atmospheric reactive nitrogen (Nr) deposition on carbon (C) sequestration in soils and biomass of unfertilized, natural, semi-natural and forest ecosystems has been much debated. Many previous results of this dC=dN response were based on changes in carbon stocks from periodical soil and ecosystem inventories, associated with estimates of Nr deposition obtained from large-scale chemical transport models. This study and a companion paper (Flechard et al., 2020) strive to reduce uncertainties of N effects on C sequestration by linking multi-annual gross and net ecosystem productivity estimates from 40 eddy covariance flux towers across Europe to local measurement-based estimates of dry and wet Nr deposition from a dedicated collocated monitoring network. To identify possible ecological drivers and processes affecting the interplay between C and Nr inputs and losses, these data were also combined with in situ flux measurements of NO, N2O and CH4 fluxes; soil NO3 leaching sampling; and results of soil incubation experiments for N and greenhouse gas (GHG) emissions, as well as surveys of available data from online databases and from the literature, together with forest ecosystem (BASFOR) modelling. Multi-year averages of net ecosystem productivity (NEP) in forests ranged from 70 to 826 gCm2 yr1 at total wetCdry inorganic Nr deposition rates (Ndep) of 0.3 to 4.3 gNm2 yr1 and from 4 to 361 g Cm2 yr1 at Ndep rates of 0.1 to 3.1 gNm2 yr1 in short semi-natural vegetation (moorlands, wetlands and unfertilized extensively managed grasslands). The GHG budgets of the forests were strongly dominated by CO2 exchange, while CH4 and N2O exchange comprised a larger proportion of the GHG balance in short semi-natural vegetation. Uncertainties in elemental budgets were much larger for nitrogen than carbon, especially at sites with elevated Ndep where Nr leaching losses were also very large, and compounded by the lack of reliable data on organic nitrogen and N2 losses by

Published
2020

42. Carbon-nitrogen interactions in European forests and semi-natural vegetation - Part 1 : Fluxes and budgets of carbon, nitrogen and greenhouse gases from ecosystem monitoring and modelling

Author

Sutton, Mark A., Flechard, Chris R., Ibrom, Andreas, Skiba, Ute M., De Vries, Wim, Van Oijen, Marcel, Cameron, David R., DIse, Nancy B., Korhonen, Janne F.J., Buchmann, Nina, Legout, Arnaud, Simpson, David, Sanz, Maria J., Aubinet, Marc, Loustau, Denis, Montagnani, Leonardo, Neirynck, Johan, Janssens, Ivan A., Pihlatie, Mari, Kiese, Ralf, Siemens, Jan, Francez, Andre Jean, Augustin, Jurgen, Varlagin, Andrej, Olejnik, Janusz, Juszczak, Radoslaw, Aurela, Mika, Berveiller, Daniel, Chojnicki, Bogdan H., Dämmgen, Ulrich, Delpierre, Nicolas, Djuricic, Vesna, Drewer, Julia, Dufrêne, Eric, Eugster, Werner, Fauvel, Yannick, Fowler, David, Frumau, Arnoud, Granier, André, Gross, Patrick, Hamon, Yannick, Helfter, Carole, Hensen, Arjan, Horvath, Laszlo, Kitzler, Barbara, Kruijt, Bart, Kutsch, Werner L., Lobo-Do-Vale, Raquel, Lohila, Annalea, Longdoz, Bernard, Marek, Michal V., Matteucci, Giorgio, Mitosinkova, Marta, Moreaux, Virginie, Neftel, Albrecht, Ourcival, Jean Marc, Pilegaard, Kim, Pita, Gabriel, Sanz, Francisco, Schjoerring, Jan K., Sebastià, Maria Teresa, Sim Tang, Y., Uggerud, Hilde, Urbaniak, Marek, Van DIjk, Netty, Vesala, Timo, Vidic, Sonja, Vincke, Caroline, Weidinger, Tamas, Zechmeister-Boltenstern, Sophie, Butterbach-Bahl, Klaus, Nemitz, Eiko, Sutton, Mark A., Flechard, Chris R., Ibrom, Andreas, Skiba, Ute M., De Vries, Wim, Van Oijen, Marcel, Cameron, David R., DIse, Nancy B., Korhonen, Janne F.J., Buchmann, Nina, Legout, Arnaud, Simpson, David, Sanz, Maria J., Aubinet, Marc, Loustau, Denis, Montagnani, Leonardo, Neirynck, Johan, Janssens, Ivan A., Pihlatie, Mari, Kiese, Ralf, Siemens, Jan, Francez, Andre Jean, Augustin, Jurgen, Varlagin, Andrej, Olejnik, Janusz, Juszczak, Radoslaw, Aurela, Mika, Berveiller, Daniel, Chojnicki, Bogdan H., Dämmgen, Ulrich, Delpierre, Nicolas, Djuricic, Vesna, Drewer, Julia, Dufrêne, Eric, Eugster, Werner, Fauvel, Yannick, Fowler, David, Frumau, Arnoud, Granier, André, Gross, Patrick, Hamon, Yannick, Helfter, Carole, Hensen, Arjan, Horvath, Laszlo, Kitzler, Barbara, Kruijt, Bart, Kutsch, Werner L., Lobo-Do-Vale, Raquel, Lohila, Annalea, Longdoz, Bernard, Marek, Michal V., Matteucci, Giorgio, Mitosinkova, Marta, Moreaux, Virginie, Neftel, Albrecht, Ourcival, Jean Marc, Pilegaard, Kim, Pita, Gabriel, Sanz, Francisco, Schjoerring, Jan K., Sebastià, Maria Teresa, Sim Tang, Y., Uggerud, Hilde, Urbaniak, Marek, Van DIjk, Netty, Vesala, Timo, Vidic, Sonja, Vincke, Caroline, Weidinger, Tamas, Zechmeister-Boltenstern, Sophie, Butterbach-Bahl, Klaus, and Nemitz, Eiko

Abstract

The impact of atmospheric reactive nitrogen (Nr) deposition on carbon (C) sequestration in soils and biomass of unfertilized, natural, semi-natural and forest ecosystems has been much debated. Many previous results of this dC=dN response were based on changes in carbon stocks from periodical soil and ecosystem inventories, associated with estimates of Nr deposition obtained from large-scale chemical transport models. This study and a companion paper (Flechard et al., 2020) strive to reduce uncertainties of N effects on C sequestration by linking multi-annual gross and net ecosystem productivity estimates from 40 eddy covariance flux towers across Europe to local measurement-based estimates of dry and wet Nr deposition from a dedicated collocated monitoring network. To identify possible ecological drivers and processes affecting the interplay between C and Nr inputs and losses, these data were also combined with in situ flux measurements of NO, N2O and CH4 fluxes; soil NO3 leaching sampling; and results of soil incubation experiments for N and greenhouse gas (GHG) emissions, as well as surveys of available data from online databases and from the literature, together with forest ecosystem (BASFOR) modelling. Multi-year averages of net ecosystem productivity (NEP) in forests ranged from 70 to 826 gCm2 yr1 at total wetCdry inorganic Nr deposition rates (Ndep) of 0.3 to 4.3 gNm2 yr1 and from 4 to 361 g Cm2 yr1 at Ndep rates of 0.1 to 3.1 gNm2 yr1 in short semi-natural vegetation (moorlands, wetlands and unfertilized extensively managed grasslands). The GHG budgets of the forests were strongly dominated by CO2 exchange, while CH4 and N2O exchange comprised a larger proportion of the GHG balance in short semi-natural vegetation. Uncertainties in elemental budgets were much larger for nitrogen than carbon, especially at sites with elevated Ndep where Nr leaching losses were also very large, and compounded by the lack of reliable data on organic nitrogen and N2 losses by den

Published
2020

43. Phosphate and ammonia concentrations in waters from a meadow complex located on peat soils in various range of groundwater level.

Author

Sapek, Andrzej, Pietrzak, Stefan, Juszkowska, Dominika, and Urbaniak, Marek

Subjects
WATER table, PEAT soils, WATER pollution, WATER quality, DITCHES, AMMONIA, PHOSPHATES
Abstract

The aim of the study was to assess the P-PO4 and N-NH4 pollution of water in grasslands located on peat soils and to identify the impact of groundwater level on this pollution formation. The research was conducted in 2000– 2010 on grounds of ITP-PIB in Biebrza village (Poland). Within lowland fen a total of 18 monitoring points of groundwater and watercourses were established in 6 separate test stands. The subject of the research was water collected from drainage ditches/channels and groundwater, which was taken from wells installed in organic-soil layer and wells whose bottom was 15–20 cm below this layer. Water samples were collected several times a year, and in the case of groundwater, its level was also measured. It was found that: 1) due to concentration level of P-PO4 and N-NH4, about 46 and 39% of water samples from organic-soil layer and more than 40 and 37% of water samples from mineralorganic-soil layer respectively, were characterized by poor chemical status; 2) due to the exceeding of the limit values of P-PO4 and N-NH4 concentration, water samples from watercourses in over 30 and 27% respectively were not within 1st and 2nd class of surface water quality; 3) P-PO4 and N-NH4 concentrations in each water type were statistically significant and positively correlated with each other; 4) in organic-soil layer the groundwater level changing every 10 cm was a statistically significant factor differentiating the average P-PO4 concentration in groundwater associated with mineral-organic layer of peat soil and average N-NH4 concentration in each type of water. [ABSTRACT FROM AUTHOR]

Published
2021
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44. Risk of phosphorus losses in surface runoff from agricultural land in the Baltic Commune of Puck in the light of assessment performed on the basis of DPS indicator

Author

Pietrzak, Stefan, primary, Pazikowska-Sapota, Grażyna, additional, Dembska, Grażyna, additional, Dzierzbicka-Glowacka, Lidia Anita, additional, Juszkowska, Dominika, additional, Majewska, Zuzanna, additional, Urbaniak, Marek, additional, Ostrowska, Dominika, additional, Cichowska, Agnieszka, additional, and Galer-Tatarowicz, Katarzyna, additional

Published
2020
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45. Impact of agricultural farms on the environment of the Puck Commune: Integrated agriculture calculator – CalcGosPuck

Author

Dzierzbicka-Glowacka, Lidia A, Pietrzak, Stefan, Dybowski, Dawid, Białoskórski, Michał, Marcinkowski, Tadeusz, Rossa, Ludmiła, Urbaniak, Marek, Majewska, Zuzanna, Juszkowska, Dominika, Nawalany, Piotr, Pazikowska-Sapota, Grażyna, Kamińska, Bożena, Selke, Bartłomiej, Korthals, Paweł, and Puszkarczuk, Tadeusz

Abstract

Background. Leaching of nutrients from agricultural areas is the main cause of water pollution and eutrophication of the Baltic Sea. A variety of remedial actions to reduce nitrogen and phosphorus losses from agricultural holdings and cultivated fields have been taken in the past. However, knowledge about the risk of nutrient leaching has not yet reached many farmers operating in the water catchment area of the Baltic Sea. Methods. The nutrient balance method known as "at the farm gate" involves calculating separate balances for nitrogen (N), phosphorus (P) and potassium (K). After estimating all the components of the nutrient balance, the total balance for NPK is calculated and the data obtained is expressed as the ratio of total change (surplus) to the area of arable land on a farm. In addition, the nutrient usage efficiency on a farm is also calculated. An opinion poll was conducted in 2017 on 31 farms within the commune of Puck which is approximately 3.6 percent of all farms located in this commune. The area of the farms is variable ranging from 5 – 130 ha with an average of 45.82 ha including areas of arable and grass land. The former are on average 30.79 ha with a range of 4.45 to 130 ha while the latter has an average area of 12.77 ha and ranges from 0 to 53 ha. Results. The average consumption of mineral fertilizer in the sample population of farms was 114.9 kg N, 9.3 kg P, and 22.9 kg K∙ha-1of agricultural land (AL), respectively. N surplus in the sample farms being ranged from -23.3 to 254.5 kg N∙ha-1AL while nutrient use efficiency ranged from 0.40 to 231.3 percent. In comparison, P surplus in the sample farms was 5.0 kg P∙ha-1AL with the P use efficiency of 0.4-266.5 percent. Discussion. Individual N fertilizer consumption in the tested farms was higher than the average usage across Poland and in the Pomeranian Voivodeship, compared to the lower consumption of potassium fertilizers. Phosphorus fertilizer consumption was higher than in the Pomeranian Voivodeship, but lower compared to the entire country. Generally, on the basis of designated research indicators of farm pressures on water quality concentrations of total nitrogen and total phosphorus were obtained. CalcGosPuck (an integrated agriculture calculator) will help to raise farmers’ awareness about NPK flow on farm scale and thus to improve nutrient management.

Published
2018
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48. Supplementary material to &quot;Carbon / nitrogen interactions in European forests and semi-natural vegetation. Part I: Fluxes and budgets of carbon, nitrogen and greenhouse gases from ecosystem monitoring and modelling&quot;

Author

Flechard, Chris R., primary, Ibrom, Andreas, additional, Skiba, Ute M., additional, de Vries, Wim, additional, van Oijen, Marcel, additional, Cameron, David R., additional, Dise, Nancy B., additional, Korhonen, Janne F. J., additional, Buchmann, Nina, additional, Legout, Arnaud, additional, Simpson, David, additional, Sanz, Maria J., additional, Aubinet, Marc, additional, Loustau, Denis, additional, Montagnani, Leonardo, additional, Neirynck, Johan, additional, Janssens, Ivan A., additional, Pihlatie, Mari, additional, Kiese, Ralf, additional, Siemens, Jan, additional, Francez, André-Jean, additional, Augustin, Jürgen, additional, Varlagin, Andrej, additional, Olejnik, Janusz, additional, Juszczak, Radosław, additional, Aurela, Mika, additional, Chojnicki, Bogdan H., additional, Dämmgen, Ulrich, additional, Djuricic, Vesna, additional, Drewer, Julia, additional, Eugster, Werner, additional, Fauvel, Yannick, additional, Fowler, David, additional, Frumau, Arnoud, additional, Granier, André, additional, Gross, Patrick, additional, Hamon, Yannick, additional, Helfter, Carole, additional, Hensen, Arjan, additional, Horváth, László, additional, Kitzler, Barbara, additional, Kruijt, Bart, additional, Kutsch, Werner L., additional, Lobo-do-Vale, Raquel, additional, Lohila, Annalea, additional, Longdoz, Bernard, additional, Marek, Michal V., additional, Matteucci, Giorgio, additional, Mitosinkova, Marta, additional, Moreaux, Virginie, additional, Neftel, Albrecht, additional, Ourcival, Jean-Marc, additional, Pilegaard, Kim, additional, Pita, Gabriel, additional, Sanz, Francisco, additional, Schjoerring, Jan K., additional, Sebastià, Maria-Teresa, additional, Tang, Y. Sim, additional, Uggerud, Hilde, additional, Urbaniak, Marek, additional, van Dijk, Netty, additional, Vesala, Timo, additional, Vidic, Sonja, additional, Vincke, Caroline, additional, Weidinger, Tamás, additional, Zechmeister-Boltenstern, Sophie, additional, Butterbach-Bahl, Klaus, additional, Nemitz, Eiko, additional, and Sutton, Mark A., additional

Published
2019
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49. Carbon / nitrogen interactions in European forests and semi-natural vegetation. Part I: Fluxes and budgets of carbon, nitrogen and greenhouse gases from ecosystem monitoring and modelling

Author

Flechard, Chris R., primary, Ibrom, Andreas, additional, Skiba, Ute M., additional, de Vries, Wim, additional, van Oijen, Marcel, additional, Cameron, David R., additional, Dise, Nancy B., additional, Korhonen, Janne F. J., additional, Buchmann, Nina, additional, Legout, Arnaud, additional, Simpson, David, additional, Sanz, Maria J., additional, Aubinet, Marc, additional, Loustau, Denis, additional, Montagnani, Leonardo, additional, Neirynck, Johan, additional, Janssens, Ivan A., additional, Pihlatie, Mari, additional, Kiese, Ralf, additional, Siemens, Jan, additional, Francez, André-Jean, additional, Augustin, Jürgen, additional, Varlagin, Andrej, additional, Olejnik, Janusz, additional, Juszczak, Radosław, additional, Aurela, Mika, additional, Chojnicki, Bogdan H., additional, Dämmgen, Ulrich, additional, Djuricic, Vesna, additional, Drewer, Julia, additional, Eugster, Werner, additional, Fauvel, Yannick, additional, Fowler, David, additional, Frumau, Arnoud, additional, Granier, André, additional, Gross, Patrick, additional, Hamon, Yannick, additional, Helfter, Carole, additional, Hensen, Arjan, additional, Horváth, László, additional, Kitzler, Barbara, additional, Kruijt, Bart, additional, Kutsch, Werner L., additional, Lobo-do-Vale, Raquel, additional, Lohila, Annalea, additional, Longdoz, Bernard, additional, Marek, Michal V., additional, Matteucci, Giorgio, additional, Mitosinkova, Marta, additional, Moreaux, Virginie, additional, Neftel, Albrecht, additional, Ourcival, Jean-Marc, additional, Pilegaard, Kim, additional, Pita, Gabriel, additional, Sanz, Francisco, additional, Schjoerring, Jan K., additional, Sebastià, Maria-Teresa, additional, Tang, Y. Sim, additional, Uggerud, Hilde, additional, Urbaniak, Marek, additional, van Dijk, Netty, additional, Vesala, Timo, additional, Vidic, Sonja, additional, Vincke, Caroline, additional, Weidinger, Tamás, additional, Zechmeister-Boltenstern, Sophie, additional, Butterbach-Bahl, Klaus, additional, Nemitz, Eiko, additional, and Sutton, Mark A., additional

Published
2019
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