26 results on '"Julien Boulange"'
Search Results
2. Global terrestrial water storage and drought severity under climate change
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Camelia Eliza Telteu, Jacob Schewe, Anne Gädeke, Tobias Stacke, Aristeidis Koutroulis, Hyungjun Kim, Lukas Gudmundsson, Dieter Gerten, Julien Boulange, Wim Thiery, Hannes Müller Schmied, Lamprini Papadimitriou, Naota Hanasaki, Yoshihide Wada, Farshid Felfelani, Fang Zhao, Peter Burek, Junguo Liu, Manolis Grillakis, Simon N. Gosling, Yusuke Satoh, Yadu Pokhrel, Ted Veldkamp, Water and Climate Risk, and Hydrology and Hydraulic Engineering
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010504 meteorology & atmospheric sciences ,Population ,Climate change ,Environmental Science (miscellaneous) ,01 natural sciences ,Projection and prediction ,03 medical and health sciences ,Hydrology (agriculture) ,SDG 13 - Climate Action ,Water cycle ,education ,Climate and Earth system modelling ,Southern Hemisphere ,Terrestrial water storage ,030304 developmental biology ,0105 earth and related environmental sciences ,0303 health sciences ,education.field_of_study ,15. Life on land ,Radiative forcing ,6. Clean water ,Climate change mitigation ,13. Climate action ,Environmental science ,Hydrology ,Water resource management ,SDG 6 - Clean Water and Sanitation ,Climate-change impacts ,Social Sciences (miscellaneous) - Abstract
Terrestrial water storage (TWS) modulates the hydrological cycle and is a key determinant of water availability and an indicator of drought. While historical TWS variations have been increasingly studied, future changes in TWS and the linkages to droughts remain unexamined. Here, using ensemble hydrological simulations, we show that climate change could reduce TWS in many regions, especially those in the Southern Hemisphere. Strong inter-ensemble agreement indicates high confidence in the projected changes that are driven primarily by climate forcing rather than land and water management activities. Declines in TWS translate to increases in future droughts. By the late twenty-first century, the global land area and population in extreme-to-exceptional TWS drought could more than double, each increasing from 3% during 1976–2005 to 7% and 8%, respectively. Our findings highlight the importance of climate change mitigation to avoid adverse TWS impacts and increased droughts, and the need for improved water resource management and adaptation., Terrestrial water storage (TWS) modulates the hydrological cycle and is a key determinant of water availability and an indicator of drought. While historical TWS variations have been increasingly studied, future changes in TWS and the linkages to droughts remain unexamined. Here, using ensemble hydrological simulations, we show that climate change could reduce TWS in many regions, especially those in the Southern Hemisphere. Strong inter-ensemble agreement indicates high confidence in the projected changes that are driven primarily by climate forcing rather than land and water management activities. Declines in TWS translate to increases in future droughts. By the late twenty-first century, the global land area and population in extreme-to-exceptional TWS drought could more than double, each increasing from 3% during 1976–2005 to 7% and 8%, respectively. Our findings highlight the importance of climate change mitigation to avoid adverse TWS impacts and increased droughts, and the need for improved water resource management and adaptation. © 2021, The Author(s), under exclusive licence to Springer Nature Limited.
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- 2021
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3. Distribution Matters: Sensitivity of Gridded Data of Population and Economic Conditions to Global Water Scarcity Assessment
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Taikan Oki, Prakat Modi, Naota Hanasaki, Dai Yamazaki, and Julien Boulange
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education.field_of_study ,business.industry ,Climatology ,Population ,Environmental science ,Distribution (economics) ,Sensitivity (control systems) ,business ,education ,Water scarcity - Abstract
Availability of water per capita is among the most fundamental water-scarcity indicators and has been used extensively in global grid-based water resources assessments. Recently, it has been extended to include the economic aspect, a proxy of the capability for water management. We applied the extended index globally under SSP–RCP scenarios using gridded population and economic conditions from two independent sources and unexpectedly found that the gridded data were significantly sensitive to global water-scarcity assessment. One projection assumed urban concentration of population and assets, whereas the other assumed dispersion. In analyses using multiple SSP–RCP scenarios representing a world of sustainability (SSP1–RCP2.6), regional rivalry (SSP3–RCP7.0), and fossil fuel development (SSP5–RCP8.5) in the future, multiple GCMs, and two gridded datasets showed that the water-scarce population ranges from 0.32–665 million. Uncertainties in the SSP–RCP and GCM scenarios were 6.58–489 million and 0.68–315 million, respectively. The population distribution assumption had a similar impact, with an uncertainty of 169–338 million. These results highlight the importance of the subregional distribution of socioeconomic factors for predicting the future global environment.
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- 2021
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4. Modeling of runoff water and runoff pesticide concentrations in upland bare soil using improved SPEC model
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Hirozumi Watanabe, Lam Van Thinh, Julien Boulange, Ishwar Chandra Yadav, and Dang Quoc Thuyet
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0106 biological sciences ,Sediment yield ,Hydrology ,Health, Toxicology and Mutagenesis ,fungi ,Sediment ,Clothianidin ,010501 environmental sciences ,Pesticide ,complex mixtures ,01 natural sciences ,Sediment concentration ,010602 entomology ,chemistry.chemical_compound ,chemistry ,Insect Science ,Soil water ,Environmental science ,Original Article ,Surface runoff ,0105 earth and related environmental sciences - Abstract
The SPEC model (Predicted Environmental Concentrations in agricultural Soils) was developed and improved for the simulation of pesticide runoff. The model was applied to the Sakaecho upland bare soil field (Tokyo, Japan) to predict runoff water, sediment concentration in runoff water, pesticide concentrations in runoff water, and runoff sediment (clothianidin and imidacloprid) under artificial rainfall conditions. The results showed that the simulated time to first runoff agreed very well with the observed data. The simulated cumulative runoff, sediment yield, and imidacloprid concentration in sediment agreed well with the observed data (Nash–Sutcliffe Efficiency (NSE)>0.75). The simulated runoff rate agreed reasonably well with the observed data (NSE >0.5). The predicted clothianidin concentrations in sediment and in runoff water had acceptable agreement with the observed data (NSE >0). The results implied the model’s potential to predict runoff water, sediment yield, and pesticide runoff.
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- 2019
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5. Portable rainfall simulator for plot-scale investigation of rainfall-runoff, and transport of sediment and pollutants
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Kazuki Nanko, Farag Malhat, Julien Boulange, Hirozumi Watanabe, and Piyanuch Jaikaew
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Pollutant ,Terminal velocity ,Stratigraphy ,Drop (liquid) ,0207 environmental engineering ,Geology ,Soil science ,02 engineering and technology ,010501 environmental sciences ,Kinetic energy ,01 natural sciences ,chemistry.chemical_compound ,Infiltration (hydrology) ,chemistry ,Environmental science ,Atrazine ,020701 environmental engineering ,Surface runoff ,Metolachlor ,0105 earth and related environmental sciences - Abstract
A low-cost, simple to use portable rainfall simulator is developed for use over a 5 m2 plot. The simulator is easy to transport and assemble in the field, thereby allowing for necessary experimental replicates to be done. It provides rainfall intensities of between 20 and 100 mm/h by changing the number and type of silicon nozzles used. The Christiansen coefficient of uniformities obtained in the field are appropriate and vary from 79 to 94% for rainfall intensities ranging from 30 to 70 mm/h. In addition, the median volumetric drop diameters measured for rainfall intensities of 30, 50, and 70 mm/h are in the lower range of that of natural rainfall and equal to 1.10±0.08, 1.69±0.21, and 1.66±0.20 mm, respectively. The velocities of the raindrops with diameters less than 1.2 mm reached terminal velocities, while raindrops less than 2.0 mm achieved velocities reasonably close to the terminal velocity of natural rainfall. Furthermore, the average time-specific kinetic energy (KET) for rainfall intensities of 30, 50, and 70 mm/h are 257.7, 760.1, and 1645.2 J/m2/h, respectively accounting for about 78.0 and 86.5% of the KET of natural rainfall for 50 and 70 mm/h rainfall intensity, respectively. The applicability of the portable rainfall simulator for herbicide transport study is investigated using two herbicides (atrazine and metolachlor); herbicide losses in runoff and sediment samples are in the ranges reported in the literature. As a percentage of the amount of herbicide applied, 5.29% of atrazine and 2.15% of metolachlor are lost due to combined water and sediment runoff. The results show that the portable rainfall simulator can be effectively used in studying processes such as pesticide runoff, infiltration mechanisms, and sediment generation and transport at a field plot scale with an emphasis on how surface characteristics such as slope and soil properties affect these processes.
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- 2019
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6. Integrated Evaluation of Changing Water Resources in an Active Ecotourism Area: The Case of Puerto Princesa City, Palawan, Philippines
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Shinichiro Nakamura, Julien Boulange, Mark Ace Dela Cruz, and Naota Hanasaki
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010504 meteorology & atmospheric sciences ,future scenarios ,Philippines ,0208 environmental biotechnology ,Geography, Planning and Development ,TJ807-830 ,Climate change ,Water supply ,02 engineering and technology ,Management, Monitoring, Policy and Law ,TD194-195 ,water resources ,01 natural sciences ,Renewable energy sources ,Hydrology (agriculture) ,Urbanization ,GE1-350 ,Environmental planning ,0105 earth and related environmental sciences ,Environmental effects of industries and plants ,Renewable Energy, Sustainability and the Environment ,business.industry ,020801 environmental engineering ,Environmental sciences ,Water resources ,climate change ,Ecotourism ,tourism ,environmental flow ,Environmental science ,business ,Surface water ,Tourism - Abstract
Rapid urbanization, tourism, and climate change (CC) threaten water resource management in developing countries. Conventional water-planning tools cannot account for the changing effects of water disparity, climate risks, and environmental flow (EF) requirements. This paper proposes an alternative approach that applies stylized water-demand forecasting and predicting water availability from the perspectives of CC, changing society, and EF, thereby providing managers with future scenarios of surface water sufficiency/deficiency in an active ecotourism area, namely, Puerto Princesa City, Philippines. We considered (1) scenarios of seasonal droughts to prepare for climate risks in the future and (2) scenarios of water availability that do not depend on groundwater supply, in which the projected water deficiency is frequent both annually and seasonally. The results of this case study showed that an additional water supply from the Montible Watershed to the city was projected to secure sufficient amounts of water to achieve surface-water sufficiency, which is consistent with the goals of both the municipality and the water company to reduce the dependency on groundwater. Moreover, significant infrastructure investment costs must be anticipated in Scenario 3. Our approach proves efficient in modeling water demand in regions with active tourism and hydrology and therefore has the potential for further analyses and application.
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- 2021
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7. Quantifying the effect of dams in reducing global flood exposure under climate change
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Yadu Pokhrel, Dai Yamazaki, Naota Hanasaki, and Julien Boulange
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Flood myth ,Environmental science ,Climate change ,Water resource management - Abstract
Flood risk was reported to increase in the future due to climate change and population growth. While recent and earlier studies have derived plausible climate change impacts on global flood risk, dams have never been explicitly implemented into simulation tools. Currently, about half of major river systems worldwide are regulated by dams and more than 3,700 major dams are planned or under construction. Consequently, to realistically assess population exposure to present and future floods, current and future dam landscapes must be integrated into existing flood modeling frameworks.In this research, the role of dams on future flood risk under climate change is quantified by simulating the global hydrological cycle, including floodplain dynamics, and considering flow regulation by dams. The global population exposed to historical once-in-100-year floods in our simulation was 9.4 million people, relatively close to the estimate of 5.6 million people indicated in a previous study (Hirabayashi et al., 2013) and the Dartmouth Flood Observatory database which estimated this number as 11.9 million people. Downstream of dams, the number of people exposed to the historical once-in-100-year floods were 7.2 and 13.4 million on average over 2006–2099 given a low and a medium-high greenhouse gas emission trajectory (RCP2.6 and RCP6.0, respectively). By the end of the 21st century, the populations exposed to flooding below dams decreased on average by 20.6% and 12. 9% for the two trajectories compared to simulations not accounting for the flow regulations produced by dams.At the catchment scale, by considering water regulation in densely populated and heavily water regulated catchments, the occurrence of flood events largely decreases compared to projections not accounting for water regulation. Over the 2070–2099 period and for 14 catchments, the annual flooded area shrank by, on average (first and third quartiles given in bracket), 22.5% (19.8–40.5) and 25.9% (12.1–34.5) for RCP2.6 and RCP6.0 respectively.To maintain the levels of flood protection that dams have provided, new dam operations will be required to offset the effect of climate change, possibly negatively affecting energy production and water storage. In addition, precise and reliable hydro-meteorological forecasts will be invaluable for enhancing flood protection and avoid excessive outflows. Given the many negative environmental and social impacts of dams, comprehensive assessments that consider both potential benefits and adverse effects are necessary for the sustainable development of water resources.
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- 2021
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8. Role of dams in reducing global flood exposure under climate change
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Dai Yamazaki, Naota Hanasaki, Julien Boulange, and Yadu Pokhrel
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010504 meteorology & atmospheric sciences ,Floodplain ,Science ,0208 environmental biotechnology ,Population ,General Physics and Astronomy ,Climate change ,02 engineering and technology ,01 natural sciences ,Article ,General Biochemistry, Genetics and Molecular Biology ,parasitic diseases ,Population growth ,Flood mitigation ,education ,0105 earth and related environmental sciences ,Estimation ,geography ,education.field_of_study ,Multidisciplinary ,geography.geographical_feature_category ,Flood myth ,fungi ,Flooding (psychology) ,food and beverages ,General Chemistry ,humanities ,020801 environmental engineering ,Environmental science ,Hydrology ,Water resource management ,Climate-change impacts ,geographic locations - Abstract
Globally, flood risk is projected to increase in the future due to climate change and population growth. Here, we quantify the role of dams in flood mitigation, previously unaccounted for in global flood studies, by simulating the floodplain dynamics and flow regulation by dams. We show that, ignoring flow regulation by dams, the average number of people exposed to flooding below dams amount to 9.1 and 15.3 million per year, by the end of the 21st century (holding population constant), for the representative concentration pathway (RCP) 2.6 and 6.0, respectively. Accounting for dams reduces the number of people exposed to floods by 20.6 and 12.9% (for RCP2.6 and RCP6.0, respectively). While environmental problems caused by dams warrant further investigations, our results indicate that consideration of dams significantly affect the estimation of future population exposure to flood, emphasizing the need to integrate them in model-based impact analysis of climate change., Global flood risk is assessed in this study; in particular, the authors describe, based on a modeling approach, the positive effect of river dams on mitigating flood hazards to people.
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- 2021
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9. Similarities and differences among fifteen global water models in simulating the vertical water balance
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Peter Burek, Hannes Müller Schmied, Guoyong Leng, Simon N. Gosling, Aristeidis Koutroulis, Niko Wanders, Yadu Pokhrel, Yoshihide Wada, Jacob Schewe, Manolis Grillakis, Vimal Mishra, Fang Zhao, Junguo Liu, Yusuke Satoh, Lauren Paige Seaby, Harsh Shah, Ran Zhai, Tobias Stacke, Luis Samaniego, Jinfeng Chang, Tim Trautmann, Fulu Tao, Xingcai Liu, Julien Boulange, Camelia Eliza Telteu, Oldrich Rakovec, Ganquan Mao, and Wim Thiery
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Water balance ,Documentation ,Meteorology ,Water model ,Environmental science ,Representative Concentration Pathways ,Climate model ,Vegetation ,Water cycle ,Realization (probability) - Abstract
Hydrological models have been developed in response to the need to understand the complex water cycle of the Earth and to assess its interaction with historical and future climate scenarios. In the global water sector of the Inter-Sectoral Impact Model Intercomparison Project phase 2b (ISIMIP2b), six land surface models (LSMs), eight hydrological models (GHMs), and one dynamic vegetation model (DGVM) are contributing with transient simulations spanning from 1660 to 2300. The model simulations follow a common protocol and are driven by common bias adjusted climate model outputs combined with plausible socio-economic scenarios and representative concentration pathways. The main goal of this study is to highlight similarities and differences among these models in simulating the vertical water balance. The main similarity of these models consists in the water cycle simulation, even if the models have been developed for different purposes such as energy cycle (LSMs), water cycle (GHMs), or vegetation cycle (DGVM) simulation. In particular, we address the following research question: 1) what equations are used to compute water storages and water fluxes; 2) how different are the equations among the models; 3) how the equations were adjusted; 4) how many parameters are used by the models; 5) how often the parameters are used; 6) how similar or different are the parameters among the models. To this end, we apply a standard writing style of the water storages and water fluxes included in the models, to easily identify the similarities and differences among them. Most of the models include in their structure the canopy, soil, and snow storages, and almost half of them include the groundwater storage. Furthermore, we find that: 1) a model needs a very good documentation, this would help to easily identify and understand the equations in the code; 2) some modelers teams use common approaches resulting in similar equations of water storages or water fluxes, but different models structures still lead to different models results; 3) collaboration and communication among the modelers are necessary, on the one hand, for the realization of the models standard writing style, and on the other hand, for a better understanding of the models themselves, especially their strengths, limitations and results. Overall, our results (i) help to better explain the different models results and to attribute these to the differences in simulating specific processes; (ii) contribute to the remarkable efforts in creating a common protocol and a common input datasets for well-defined simulations; (iii) foster a better understanding of how the models work and finding new ways of improvement and development.
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- 2020
10. Improvement and application of the PCPF-1@SWAT2012 model for predicting pesticide transport: a case study of the Sakura River watershed
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Julien Boulange, Le Hoang Tu, Takashi Iwafune, Ishwar Chandra Yadav, and Hirozumi Watanabe
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Hydrology ,Watershed ,Soil and Water Assessment Tool ,Water flow ,Statistical index ,River watershed ,0208 environmental biotechnology ,02 engineering and technology ,General Medicine ,010501 environmental sciences ,Pesticide ,01 natural sciences ,020801 environmental engineering ,Current (stream) ,Insect Science ,Environmental science ,Paddy field ,Agronomy and Crop Science ,0105 earth and related environmental sciences - Abstract
BACKGROUND The Soil and Water Assessment Tool combined with Pesticide Concentration in Paddy Field (PCPF-1@SWAT) model was previously developed to simulate the fate and transport of rice pesticides in watersheds. However, the current model is deficient in characterizing the rice paddy area and is incompatible with the ArcSWAT2012 program. In this study, we modified the original PCPF-1@SWAT model to develop a new PCPF-1@SWAT2012 model to address the deficiency in the rice paddy area and utilizing the ArcSWAT2012 program. Next, the new model was applied to the Sakura River watershed, Ibaraki, Japan in order to simulate the transport of four herbicides: mefenacet, pretilachlor, bensulfuron-methyl and imazosulfuron. RESULTS The results showed that the water flow rate simulated by PCPF1@SWAT2012 was similar with the observed data. The calculated Nash-Sutcliffe efficiency coefficient (NSE) (0.73) and percent bias (PBIAS) (-20.38) suggested satisfactory performance of the model. In addition, the concentrations of herbicides simulated by the PCPF-1@SWAT2012 model were in good agreement with the observed data. The statistical indices NSE and root mean square error (RMSE) estimated for mefenacet (0.69 and 0.18, respectively), pretilachlor (0.86 and 0.18, respectively), bensulfuronmethyl (0.46 and 0.21, respectively) and imazosulfuron (0.64 and 0.28, respectively) indicated satisfactory predictions. CONCLUSION The PCPF-1@SWAT2012 model is capable of simulating well the water flow rate and transport of herbicides in this watershed, comprising different land use types, including a rice paddy area. © 2018 Society of Chemical Industry.
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- 2018
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11. Development and application of a dynamic in-river agrochemical fate and transport model for simulating behavior of rice herbicide in urbanizing catchment
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Hirozumi Watanabe, Tsuyoshi Inoue, Kei Kondo, Julien Boulange, Kazuaki Hiramatsu, and Phong K. Thai
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010504 meteorology & atmospheric sciences ,Agrochemical ,0208 environmental biotechnology ,Drainage basin ,Soil Science ,02 engineering and technology ,Dynamic model ,01 natural sciences ,Surface water contamination ,Streamflow ,Paddy field ,0105 earth and related environmental sciences ,Earth-Surface Processes ,Water Science and Technology ,Hydrology ,geography ,geography.geographical_feature_category ,Land use ,Advection ,Discharge ,business.industry ,Herbicide transport ,Urbanizing catchment ,Pesticide ,020801 environmental engineering ,Water management ,Environmental science ,business ,Agronomy and Crop Science - Abstract
This study aimed to develop and validate a Dynamic in-River Agrochemical Fate and Transport (DRAFT) model simulating one-dimensional advective and dispersive pesticide transport processes under unsteady flow regime in a riverine system. The DRAFT model was coupled with two other modeling components, the PCPF-B model and the land use based tank model, which simulated hydrological/pesticide process in paddy fields and hydrological process in other land uses such as city, agricultural field and forest, respectively. The PCPF-B/DRAFT model was fed with the spatial information of the target catchment by incorporating the Geographical Information System (GIS). For the model validation, a full catchment monitoring data of a rice herbicide, mefenacet, along the Kose River, Fukuoka, Japan was utilized. After model calibration, hourly river discharge and daily mefenacet concentration were simulated by the PCPF-B/DRAFT model at individual observed points of the Kose River and model performance was evaluated by graphical assessment and multiple statistical indices (e.g. Nash-Sutcliffe efficiencies were 0.84–0.86 for streamflow and 0.16–0.72 for herbicide, respectively). The predicted mefenacet concentrations were strongly affected by: (1) water managements practiced in rice fields and (2) intensive rainfall events. The former concentrations were characterized by broad peak while for the latter the peak concentration was sharp and narrow. We used the PCPF-B/DRAFT model to further evaluate the applications of 7 days of water holding period after herbicide application in paddy fields, which was shown to effectively reduce the total loss of mefenacet from 18.9 to 12.8% of applied mass. Consequently, the broad peak concentrations of mefenacet in the Kose River decreased remarkably while the water management practice was less effective to reduce the sudden and sharp peak concentration resulting from intensive rainfall events.
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- 2017
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12. PCPF-M model for simulating the fate and transport of pesticides and their metabolites in rice paddy field
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Dang Quoc Thuyet, Julien Boulange, Hirozumi Watanabe, and Farag Malhat
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0106 biological sciences ,Metabolite ,Pesticide application ,General Medicine ,010501 environmental sciences ,Pesticide ,01 natural sciences ,Peak concentration ,010602 entomology ,chemistry.chemical_compound ,chemistry ,Agronomy ,Insect Science ,Environmental chemistry ,Environmental science ,Paddy field ,Agronomy and Crop Science ,Sensitivity analyses ,Fipronil ,0105 earth and related environmental sciences - Abstract
BACKGROUND The PCPF-1 model was improved for forecasting the fate and transport of metabolites in addition to parent compounds in rice paddies. In the new PCPF-M model, metabolites are generated from the dissipation of pesticide applied in rice paddies through hydrolysis, photolysis and biological degradations. The methodology to parameterize the model was illustrated using two scenarios for which uncertainty and sensitivity analyses were also conducted. RESULTS In a batch degradation experiment, the hourly forecasted concentrations of fipronil and its metabolites in paddy water were very accurate. In a field-scale experiment, the hourly forecasted concentrations of fipronil in paddy water and paddy soil were accurate while the corresponding daily forecasted concentrations of metabolites were adequate. The major contributors to the variation of the forecasted metabolite concentrations in paddy water and paddy soil were the formation fractions of the metabolites. The influence of uncertainty included in input parameters on the forecasted metabolite concentration was high during the peak concentration of metabolite in paddy water. In contrast, in paddy soil, the metabolite concentrations forecasted several days after the initial pesticide application were sensitive to the uncertainty incorporated in the input parameters. CONCLUSION The PCPF-M model simultaneously forecasts the concentrations of a parent pesticide and up to three metabolites. The model was validated using fipronil and two of its metabolites in paddy water and paddy soil. The model can be used in the early stage of the pesticide registration process and in risk assessment analysis for the evaluation of pesticide exposure. © 2017 Society of Chemical Industry
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- 2017
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13. Predicting rice pesticide fate and transport following foliage application by an updated PCPF-1 model
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Le Hoang Tu, Kazuhiro Takagi, Thai Khanh Phong, Julien Boulange, Hirozumi Watanabe, and Dang Quoc Thuyet
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Environmental Engineering ,Application module ,0208 environmental biotechnology ,Pesticide application ,02 engineering and technology ,010501 environmental sciences ,Management, Monitoring, Policy and Law ,Pesticide pollution ,01 natural sciences ,Soil ,Soil Pollutants ,Pesticides ,Waste Management and Disposal ,0105 earth and related environmental sciences ,Environmental risk assessment ,Pesticide contamination ,Environmental engineering ,food and beverages ,Oryza ,General Medicine ,Pesticide ,Models, Theoretical ,020801 environmental engineering ,Aquatic environment ,Environmental science ,Paddy field ,Water Pollutants, Chemical - Abstract
The Pesticide Concentration in Paddy Field (PCPF-1) model has been successfully used to predict the fate and transport of granular pesticides applied to the paddy fields. However, it is not applicable for pesticides in foliar formulation while previous studies have reported that foliar application may increase the risks of rice pesticide contamination to the aquatic environment due to pesticide wash-off from rice foliage. In this study, we developed and added a foliar application module into the PCPF-1 model to improve its versatility regarding pesticide application methods. In addition, some processes of the original model such as photodegradation were simplified. The updated model was then validated with data from previous studies. Critical parameters of the model were calibrated using the Sequential Uncertainty Fitting version 2 (SUFI-2) algorithm. The calibrated model simulated pesticide dissipation trend and concentrations with moderate accuracy in the two paddy compartments including rice foliage and paddy water. The accuracy of the predicted soil concentrations could not be evaluated since no observed data were available. Although the p-factor and r-factor obtained using the SUFI2 algorithm indicated that the uncertainty encompassed in the predicted concentrations was rather high, the daily predicted pesticide concentrations in rice foliage and paddy water were satisfactory based on the NSE values (0.36-0.89). The updated PCPF-1 model is a flexible tool for the environmental risk assessment of pesticide losses and the evaluation of agricultural management practices for mitigating pesticide pollution associated with rice production.
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- 2019
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14. A Spatially Explicit Assessment of Growing Water Stress in China From the Past to the Future
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Qiuhong Tang, Wenfeng Liu, Zhongwei Huang, Julien Boulange, Junguo Liu, Hong Yang, Xingcai Liu, Ted Veldkamp, Yoshihide Wada, Water and Climate Risk, Chinese Academy of Sciences [Beijing] (CAS), Swiss Federal Insitute of Aquatic Science and Technology [Dübendorf] (EAWAG), Laboratoire des Sciences du Climat et de l'Environnement [Gif-sur-Yvette] (LSCE), Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Institut national des sciences de l'Univers (INSU - CNRS)-Université Paris-Saclay-Centre National de la Recherche Scientifique (CNRS), International Institute for Applied Systems Analysis [Laxenburg] (IIASA), National Institute for Environmental Studies (NIES), and Institut national des sciences de l'Univers (INSU - CNRS)-Université Paris-Saclay-Centre National de la Recherche Scientifique (CNRS)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)
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socioeconomic development ,010504 meteorology & atmospheric sciences ,0207 environmental engineering ,Climate change ,02 engineering and technology ,Structural basin ,01 natural sciences ,Water scarcity ,Upstream and downstream (DNA) ,water stress ,lcsh:QH540-549.5 ,Streamflow ,Earth and Planetary Sciences (miscellaneous) ,[SDU.ENVI]Sciences of the Universe [physics]/Continental interfaces, environment ,020701 environmental engineering ,lcsh:Environmental sciences ,0105 earth and related environmental sciences ,General Environmental Science ,[SDU.OCEAN]Sciences of the Universe [physics]/Ocean, Atmosphere ,lcsh:GE1-350 ,Hydrology ,water scarcity ,6. Clean water ,water withdrawal ,climate change ,13. Climate action ,Spatial ecology ,Environmental science ,lcsh:Ecology ,streamflow ,Surface runoff ,SDG 6 - Clean Water and Sanitation ,Water use - Abstract
International audience; In this study, we examine the spatial and temporal characteristics of water stress in China for the historical (1971-2010) and the future (2021-2050) periods using a multimodel simulation approach. Three water stress indices (WSIs), that is, the ratios of water withdrawals to locally generated runoff (WSI R), to natural streamflow (WSI Q), and to natural streamflow minus upstream consumptive water withdrawals (WSI C), are used for the assessment. At the basin level, WSI R estimates generally match the reported data and indicate severe water stress in most northern basins. At the grid cell level, the WSIs show distinct spatial patterns of water stress wherein WSI R (WSI Q) estimates higher (lower) water stress compared to WSI C. Based on the WSI C estimates, 368 million people (nearly one third of the total population) are affected by severe water stress annually during the historical period, while WSI R and WSI Q suggest 595 and 340 million, respectively. Future projections of WSI C indicate that more than 600 million people (43% of the total) might be affected by severe water stress, and half of China's land area would be exposed to stress. The found aggravating water stress conditions could be partly attributed to the elevated future water withdrawals. This study emphasizes the necessity of considering explicit upstream and downstream relations with respect to both water availability and water use in water stress assessment and calls for more attention to increasing levels of water stress in China in the coming decades. Plain Language Summary Severe water stress in China has been widely reported, but its time evolution and spatial patterns are rarely assessed. We examine the spatial and temporal change patterns of water stress in China by using multimodel simulations and three different water stress indices (WSIs). Results suggest that different WSIs imply distinct spatial patterns of water stress over China. The WSIs indicate that water stress conditions in northern China are quite distinct from that in southern China. During the past decades (1971-2010), severe water stress is found in northern areas while little is found in southern areas. In the future (2021-2050), however, water-stressed areas might expand in southern China and water stress levels might aggravate in urban areas, putting considerably more people exposed to severe water stress. This assessment provides useful information for regional water planning/management within the context of future climate change and socioeconomic development in China.
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- 2019
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15. Soil water content and soil temperature modeling in a vadose zone of Andosol under temperate monsoon climate
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Le Hoang Tu, Hirotaka Saito, Kassu Tadesse Kassaye, Hirozumi Watanabe, and Julien Boulange
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Water flow ,Soil Science ,Flux ,Soil science ,04 agricultural and veterinary sciences ,010501 environmental sciences ,01 natural sciences ,Andosol ,Vadose zone ,Soil water ,040103 agronomy & agriculture ,0401 agriculture, forestry, and fisheries ,Environmental science ,Soil horizon ,Water vapor ,Uncertainty analysis ,0105 earth and related environmental sciences - Abstract
Model applications for delivering reliable information on soil water content (θv) and soil temperature (Tsoil) specific to Andosols (Kuroboku) are still limited despite their large area coverage (0.84% of the global terrestrial surface) and great potentials for improving agricultural production. The performance of the HYDRUS-1D model was therefore evaluated by comparing the predicted θv and Tsoil with field observations gathered from the vadose zone of a volcanic ash soil located in Fuchu (western suburb of Tokyo) representative of a temperate monsoon climate. The necessary soil properties to operate the model were obtained from both field and laboratory experiments while climatic data used for the meteorological submodels were extracted from a nearby weather station. A sensitivity and uncertainty analysis leveraging a Monte Carlo method was conducted to identify the soil hydraulic parameters critical to precise and reliable θv, vapor flow, and heat flow simulations. The temporal dynamics of simulated θv and Tsoil in the vadose zone of Andosol during the 365-day period were consistent with the values monitored under field condition demonstrating overall great performance of HYDRUS-1D. Specifying soil layer-specific hydraulic parameters significantly improved the goodness of fits between predicted and measured θv compared to the default simulation in which the surface soil layer was employed for the entire depth assuming a homogeneous profile. Water vapor influence on the total water flux and Tsoil dynamics was negligible during the whole period. Although the magnitudes of sensitivity and the contributions of soil hydraulic parameters to the water flow varied with soil profile and soil water regime, the foremost proportions of uncertainties were from the parameters w2, α2 and n2. While all remaining soil hydraulic parameters significantly contributed to substantial change in the predicted θv, their overall influence was relatively small. The HYDRUS-1D model can be used as effective tool for predicting θv and Tsoil in the vadose zone of Andosols in temperate monsoon environments for decision supporting in agriculture and other sectors such as to optimize water, crop yield and quality. The performance of the model can be greatly increased by setting soil layer-specific hydraulic parameters and focusing on the calibration of w2, α2 and n2.
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- 2021
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16. Monitoring soil water content for decision supporting in agricultural water management based on critical threshold values adopted for Andosol in the temperate monsoon climate
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Hirozumi Watanabe, Hirotaka Saito, Julien Boulange, Van Thinh Lam, and Kassu Tadesse Kassaye
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Hydrology ,Moisture ,0208 environmental biotechnology ,Soil Science ,04 agricultural and veterinary sciences ,02 engineering and technology ,Groundwater recharge ,020801 environmental engineering ,Andosol ,Field capacity ,Soil water ,040103 agronomy & agriculture ,0401 agriculture, forestry, and fisheries ,Environmental science ,Soil horizon ,Agronomy and Crop Science ,Water use ,Earth-Surface Processes ,Water Science and Technology ,Volcanic ash - Abstract
Maintaining soil water content within the readily available range is optimum concerning crop production and water use. In this regard, the continuous monitoring of soil water content is a crucial element for identifying the key parameters for sustainable agricultural water management. In this study, volumetric soil water content (θv) was monitored and analyzed in a bare soil agricultural field (Sakaecho experimental field of Tokyo University of Agriculture and Technology). The field consisting of volcanic ash soils was monitored from June 2016 to September 2017 using capacitance sensor (CS). The optimal range of readily available water for plant uptake was defined as the range between field capacity and depletion level (θDep). These values were determined from the soil water potentials and θv values measured using pressure plate and soil cores, respectively. The 16-month period monitoring result revealed substantial temporal variability in θv in response to rainfall, evaporation and deep percolation. The monitored values of θv were above the θDep (0.307 cm3 cm−3 measured at suction (pF) value of 3.0) throughout the monitoring period for the 10–20 and 20–30 cm soil layers. In contrast, for the surface soil (0–10 cm), the θv fell below θDep for 27% of the monitoring period despite the high rainfall during those periods owing to high evaporation and deep percolation. The below θDep results for the surface soil suggests the need to conduct continuous θv monitoring, to support decision for planning efficient irrigation water management to avoid yield loss of shallow-rooted crops and deep-rooted crops at their earliest growth stages as well as quality reductions due to moisture stresses.
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- 2020
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17. Development and validation of the SPEC model for simulating the fate and transport of pesticide applied to Japanese upland agricultural soil
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Satoru Ishihara, Dang Quoc Thuyet, Julien Boulange, Hirozumi Watanabe, and Piyanuch Jaikaew
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Coefficient of determination ,010504 meteorology & atmospheric sciences ,Pesticide residue ,Health, Toxicology and Mutagenesis ,Soil science ,010501 environmental sciences ,Pesticide ,01 natural sciences ,Field capacity ,chemistry.chemical_compound ,chemistry ,Insect Science ,Soil water ,Environmental science ,Original Article ,Atrazine ,Metolachlor ,Water content ,0105 earth and related environmental sciences - Abstract
A pesticide fate and transport model, SPEC, was developed for assessing Soil-PEC (Predicted Environmental Concentrations in agricultural soils) for pesticide residues in upland field environments. The SPEC model was validated for predicting the water content and concentrations of atrazine and metolachlor in 5-cm deep soil. Uncertainty and sensitivity analyses were used to evaluate the robustness of the model's predictions. The predicted daily soil water contents were accurate regarding the number of observation points (n=269). The coefficient of determination (R2) and Nash-Sutcliffe efficiency (NSE ) were equal to 0.38 and 0.22, respectively. The predicted daily concentrations of atrazine and metolachlor were also satisfactory since the R2 and NSE statistics were greater than 0.91 and 0.76, respectively. The field capacity, the saturated water content of the soil and the Q10 parameter were identified as major contributors to variation in predicted soil water content or/and herbicide concentrations.
- Published
- 2018
18. Simulating the fate and transport of nursery-box-applied pesticide in rice paddy fields
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Dang Quoc Thuyet, Piyanuch Jaikaew, Julien Boulange, and Hirozumi Watanabe
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0106 biological sciences ,Sowing ,General Medicine ,010501 environmental sciences ,Pesticide ,01 natural sciences ,010602 entomology ,chemistry.chemical_compound ,Deposition (aerosol physics) ,chemistry ,Agronomy ,Imidacloprid ,Insect Science ,DNS root zone ,Environmental science ,Paddy field ,Transplanting ,Agronomy and Crop Science ,Fipronil ,0105 earth and related environmental sciences - Abstract
BACKGROUND The Pesticide Concentration in a Paddy Field model (PCPF-1) was modified by adding a root zone compartment to simulate nursery-box-applied (NB-applied) pesticide. The PCPF-NB model was validated for predicting the concentrations of NB-applied fipronil and imidacloprid in rice paddy fields using two treatment methods: before transplanting (BT) and at sowing (AS). Uncertainty and sensitivity analyses were used to evaluate the robustness of the concentrations predicted by the model. RESULTS The hourly predicted concentrations of imidacloprid and fipronil were accurate in both paddy water and 1 cm deep paddy soil. The coefficient of determination and Nash–Sutcliffe model efficiency were greater than 0.87 and 0.60 respectively. The 95th percentiles of the predicted concentrations of fipronil and imidacloprid indicated that the influence of input uncertainty was minor in paddy water but important in paddy soil. The pesticide deposition rate and the desorption rate from the root zone were identified to be the major contributors to the variation in the predicted concentrations in paddy water and soil. CONCLUSION The PCPF-NB model was validated for predicting the fate and transport of NB-applied fipronil and imidacloprid using the BT and AS treatment methods. © 2015 Society of Chemical Industry
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- 2015
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19. Effect of Rice Husk Gasification Residue Application on Herbicide Behavior in Micro Paddy Lysimeter
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Dang Quoc Thuyet, Jung-Hun Ok, Hirozumi Watanabe, Julien Boulange, Sok Pisith, and Kazuhiro Takagi
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Pollution ,Herbicides ,Health, Toxicology and Mutagenesis ,media_common.quotation_subject ,Oryza ,General Medicine ,Toxicology ,Husk ,chemistry.chemical_compound ,Pyrimidines ,Agronomy ,chemistry ,Lysimeter ,Pyrazoles ,Paddy field ,Environmental science ,Ecotoxicology ,Acetanilides ,Water quality ,Water pollution ,Water Pollutants, Chemical ,Butachlor ,media_common - Abstract
Effects of rice husk gasification residues (RHGR) application on the fate of herbicides, butachlor and pyrazosulfuron-ethyl, in paddy water were investigated using micro paddy lysimeters (MPLs). The dissipation of both herbicides in paddy water was faster in the RHGR treated MPL than in the control MPL. The average concentrations of butachlor and pyrazosulfuron-ethyl in paddy water in the lysimeter treated with RHGR during 21 days were significantly reduced by 51 % and 48 %, respectively, as compared to those in the lysimeter without RHGR application. The half-lives (DT50) of butachlor in paddy water for control and treatment were 3.1 and 2.3 days respectively, and these values of pyrazosulfuron-ethyl were 3.0 and 2.2 days, respectively. Based on this study, RHGR application in rice paddy environment is an alternative method to reduce the concentration of herbicide in paddy field water and consequently to reduce potential pollution to aquatic environment.
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- 2015
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20. Development and validation of a basin scale model PCPF-1@SWAT for simulating fate and transport of rice pesticides
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Takashi Iwafune, Hirozumi Watanabe, Jeffrey G. Arnold, Minghua Zhang, Keiya Inao, Julien Boulange, and Yuzhou Luo
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Hydrology ,geography ,Routing (hydrology) ,geography.geographical_feature_category ,Hydrology (agriculture) ,Soil and Water Assessment Tool ,Base flow ,Drainage basin ,Environmental science ,Paddy field ,STREAMS ,Precipitation ,Water Science and Technology - Abstract
Summary The objective of this study was to develop, verify, and validate a new GIS-based model for simulating the fate and transport of rice pesticides in river basins. A plot scale model simulating pesticide fate and transport in rice paddies (PCPF-1) was incorporated into the Soil and Water Assessment Tool (SWAT) basin scale water and pollutant transport model. The new combined model, PCPF-1@SWAT model, was first used on some base-case scenarios to verify that the PCPF-1 algorithm and the routing of variables were correctly implemented. Next, the PCPF-1@SWAT model was calibrated and validated on the Sakura River basin (Ibaraki prefecture, Japan) using mefenacet concentrations measured during the rice growing season in 2008. The modeling procedures for simulating pesticide fate and transport in a Japanese river basin were demonstrated by providing model parameters related to hydrology, land use, pesticide fate, and rice field managements methods. The water flows predicted by the PCPF-1@SWAT model in the Sakura River basin were accurate throughout the whole simulation year, with R 2 and E NS statistics exceeding 0.74 and 0.71, respectively for daily flow. The use of different seepage rates had appreciable influence on the simulations. High seepage rates gave a slight overestimation of the predicted base flow during the rice growing period, whereas the base flow predictions using lower seepage rates were comparable to measured data. The PCPF-1@SWAT model successfully simulated the fate and transport of mefenacet in the Sakura River in which measured mefenacet concentrations peaked soon after the initial herbicide application in May, and decreased gradually during the months of June and July. Occasional major precipitation events caused the mefenacet concentration in streams to peak quickly due to a corresponding loss of mefenacet from paddy areas, and then rapidly decrease due to dilution by excess rainfall discharge. The simulation using a seepage rate of 0.12 cm day −1 had the most accurate prediction of mefenacet concentration in river water with an R 2 of 0.61 and an E NS of 0.65.
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- 2014
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21. Analysis of parameter uncertainty and sensitivity in PCPF-1 modeling for predicting concentrations of rice herbicides
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Julien Boulange, Thai Khanh Phong, Kei Kondo, and Hirozumi Watanabe
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Total organic carbon ,Adsorption ,Health, Toxicology and Mutagenesis ,Insect Science ,Desorption ,Environmental chemistry ,Environmental science ,Solubility ,Pesticide ,Bulk density ,Dissolution ,Water content - Abstract
This paper demonstrates the procedures for probabilistic assessment of a pesticide fate and transport model, PCPF-1, to elucidate the modeling uncertainty using the Monte Carlo technique. Sensitivity analyses are performed to investigate the influence of herbicide characteristics and related soil properties on model outputs using four popular rice herbicides: mefenacet, pretilachlor, bensulfuron-methyl and imazosulfuron. Uncertainty quantification showed that the simulated concentrations in paddy water varied more than those of paddy soil. This tendency decreased as the simulation proceeded to a later period but remained important for herbicides having either high solubility or a high 1st-order dissolution rate. The sensitivity analysis indicated that PCPF-1 parameters requiring careful determination are primarily those involve with herbicide adsorption (the organic carbon content, the bulk density and the volumetric saturated water content), secondary parameters related with herbicide mass distribution between paddy water and soil (1st-order desorption and dissolution rates) and lastly, those involving herbicide degradations.
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- 2012
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22. Potential impacts of seasonal variation on atrazine and metolachlor persistence in andisol soil
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Farag Malhat, Piyanuch Jaikaew, Hirozumi Watanabe, Dang Quoc Thuyet, Julien Boulange, and Satoru Ishihara
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Management, Monitoring, Policy and Law ,chemistry.chemical_compound ,Soil ,Acetamides ,medicine ,Soil Pollutants ,Atrazine ,Pesticides ,Chromatography, High Pressure Liquid ,General Environmental Science ,Herbicides ,General Medicine ,Seasonality ,Pesticide ,Hydrogen-Ion Concentration ,medicine.disease ,Andisol ,Pollution ,Infiltration (hydrology) ,Kinetics ,chemistry ,Agronomy ,Environmental science ,Soil horizon ,Seasons ,Metolachlor ,Environmental Monitoring ,Half-Life - Abstract
To estimate the potential effect of seasonal variation on the fate of herbicides in andisol soil, atrazine and metolachlor residues were investigated through the summer and winter seasons during 2013 and 2014 under field condition. The computed half-lives of atrazine and metolachlor in soil changed significantly through the two seasons of the trial. The half-lives were shorter in summer season with 16.0 and 23.5 days for atrazine and metolachlor, respectively. In contrast, the half-lives were longer during the winter season with 32.7 and 51.8 days for atrazine and metolachlor, respectively. The analysis of soil water balance suggested that more pesticide was lost in deeper soil layers through infiltration in summer than in winter. In addition, during the summer season, metolachlor was more likely to leach into deeper soil layer than atrazine possibly due to high water solubility of metolachlor.
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- 2015
23. Behavior of butachlor and pyrazosulfuron-ethyl in paddy water using micro paddy lysimeters under different temperature conditions in spring and summer
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Jung-Hun Ok, Julien Boulange, Hirozumi Watanabe, Dang Quoc Thuyet, and Nguyen Hai Doan
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Crops, Agricultural ,Health, Toxicology and Mutagenesis ,Toxicology ,chemistry.chemical_compound ,Spring (hydrology) ,Ecotoxicology ,geography ,geography.geographical_feature_category ,Herbicides ,Temperature ,Pyrazosulfuron-ethyl ,Water ,Oryza ,General Medicine ,Pollution ,Pyrimidines ,chemistry ,Agronomy ,Lysimeter ,Environmental science ,Pyrazoles ,Acetanilides ,Seasons ,Rice crop ,Butachlor ,Water Pollutants, Chemical - Abstract
The behavior of butachlor and pyrazosulfuron-ethyl in paddy water was investigated using micro paddy lysimeters with prescribed hydrological conditions under ambient temperature in spring and summer for simulating two rice crop seasons. Although they were not significantly different, the dissipation of both herbicides in paddy water in the summer experiment was faster than in the spring experiment. The half-lives (DT(50)) in paddy water for spring and summer experiments were 3.2 and 2.5 days for butachlor, and 3.1 and 1.6 days for pyrazosulfuron-ethyl, respectively.
- Published
- 2012
24. Modeling Approaches for Pesticide Exposure Assessment in Rice Paddies
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Dirk F. Young, W. Martin Williams, Yuzhou Luo, Hirozumi Watanabe, Thai Khanh Phong, Amy M. Ritter, and Julien Boulange
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Pesticide use ,Model selection ,Simulation modeling ,food and beverages ,Environmental science ,Paddy field ,Pesticide ,Risk assessment ,Environmental planning ,Exposure assessment - Abstract
Pesticide use in paddy rice production may contribute to adverse ecological effects in surface waters. Risk assessments conducted for regulatory purposes depend on the use of simulation models to determine predicted environment concentrations (PEC) of pesticides. Often tiered approaches are used, in which assessments at lower tiers are based on relatively simple models with conservative scenarios, while those at higher tiers have more realistic representations of physical and biochemical processes. This chapter reviews models commonly used for predicting the environmental fate of pesticides in rice paddies. Theoretical considerations, unique features, and applications are discussed. This review is expected to provide information to guide model selection for pesticide registration, regulation, and mitigation in rice production areas.
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- 2011
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25. Erratum to: Fate and transport of bensulfuron-methyl and imazosulfuron in paddy fields: experiments and model simulation
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Ferdinand F. Fajardo, Masumi Ishizaka, Hirozumi Watanabe, Julien Boulange, Kazuhiro Takagi, and Thai Khanh Phong
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Environmental Engineering ,Environmental chemistry ,Bensulfuron methyl ,Model simulation ,Environmental science ,Agronomy and Crop Science ,Water Science and Technology - Published
- 2011
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26. Globally observed trends in mean and extreme river flow attributed to climate change
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Hannes Müller Schmied, Lamprini Papadimitriou, Hong Xuan Do, Manolis Grillakis, Fang Zhao, Wim Thiery, Sonia I. Seneviratne, Lukas Gudmundsson, Xuebin Zhang, Yadu Pokhrel, Michael Leonard, Julien Boulange, Simon N. Gosling, Seth Westra, Yusuke Satoh, Aristeidis Koutroulis, Junguo Liu, and Hydrology and Hydraulic Engineering
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Multidisciplinary ,010504 meteorology & atmospheric sciences ,Global warming ,0207 environmental engineering ,Land management ,Climate change ,02 engineering and technology ,15. Life on land ,Radiative forcing ,01 natural sciences ,13. Climate action ,Streamflow ,Climatology ,River flow model simulations ,Anthropogenic climate change ,Environmental science ,020701 environmental engineering ,Scale (map) ,0105 earth and related environmental sciences - Abstract
Anthropogenic influence on climate has changed temperatures, precipitation, atmospheric circulation, and many other related physical processes, but has it changed river flow as well? Gudmundsson et al. analyzed thousands of time series of river flows and hydrological extremes across the globe and compared them with model simulations of the terrestrial water cycle (see the Perspective by Hall and Perdigão). They found that the observed trends can only be explained if the effects of climate change are included. Their analysis shows that human influence on climate has affected the magnitude of low, mean, and high river flows on a global scale.Science, this issue p. 1159; see also p. 1096Anthropogenic climate change is expected to affect global river flow. Here, we analyze time series of low, mean, and high river flows from 7250 observatories around the world covering the years 1971 to 2010. We identify spatially complex trend patterns, where some regions are drying and others are wetting consistently across low,mean, and high flows. Trends computed from state-of-the-art model simulations are consistent with the observations only if radiative forcing that accounts for anthropogenic climate change is considered. Simulated effects of water and land management do not suffice to reproduce the observed trend pattern. Thus, the analysis provides clear evidence for the role of externally forced climate change as a causal driver of recent trends in mean and extreme river flow at the global scale.
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