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East European chironomid-based calibration model for past summer temperature reconstructions
- Source :
- Climate Research. 77:63-76
- Publication Year :
- 2019
- Publisher :
- Inter-Research Science Center, 2019.
-
Abstract
- Understanding local patterns and large-scale processes in past climate necessitates a detailed network of temperature reconstructions. In this study, a merged temperature inference model using fossil chironomid (Diptera: Chironomidae) datasets from Finland and Poland was constructed to fill the lack of an applicable training set for East European sites. The developed weighted averaging partial least squares (WA-PLS) inference model showed favorable performance statistics, suggesting that the model can be useful for downcore reconstructions. The combined calibration model includes 212 sites, 142 taxa, and a temperature gradient of 11.3-20.1 degrees C. The 2-component WA-PLS model has a cross-validated coefficient of determination of 0.88 and a root mean squared prediction error of 0.88 degrees C. We tested the new East European temperature transfer function in chironomid stratigraphies from a Finnish high-resolution short-core sediment record and a Polish paleolake (Zabieniec) covering the past similar to 20 000 yr. In the Finnish site, the chironomid-inferred temperatures correlated closely with the observed instrumental temperatures, showing improved accuracy compared to estimates by the original Finnish calibration model. In addition, the long-core reconstruction from the Polish site showed logical results in its general trends compared to existing knowledge on the past regional climate trends; however, it had distinct differences when compared with hemispheric climate oscillations. Hence, based on these findings, the new temperature model will enable more detailed examination of long-term temperature variability in Eastern Europe, and consequently, reliable identification of local and regional climate variability of the past.
- Subjects :
- 1171 Geosciences
YOUNGER DRYAS
010506 paleontology
Atmospheric Science
Paleoclimate
010504 meteorology & atmospheric sciences
Calibration (statistics)
Climate reconstruction
114 Physical sciences
01 natural sciences
Chironomidae
INFERENCE MODEL
Paleoclimatology
Environmental Chemistry
Younger Dryas
DATA-SET
1172 Environmental sciences
Holocene
AIR-TEMPERATURE
0105 earth and related environmental sciences
General Environmental Science
Training set
biology
Transfer function
INSECTA DIPTERA
FINLAND
biology.organism_classification
LAKE
CLIMATE
Data set
LATITUDINAL GRADIENT
Late Glacial
13. Climate action
Climatology
Air temperature
Poland
Geology
Subjects
Details
- ISSN :
- 16161572 and 0936577X
- Volume :
- 77
- Database :
- OpenAIRE
- Journal :
- Climate Research
- Accession number :
- edsair.doi.dedup.....b8cd41ca27425e7ecb92bd6d4ab533ce