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Comparison of satellite-based evapotranspiration models over terrestrial ecosystems in China

文献类型:期刊论文

作者Chen, Yang1,2,3; Xia, Jiangzhou1,2,3; Liang, Shunlin2,3,4; Feng, Jinming1,5; Fisher, Joshua B.6; Li, Xin7; Li, Xianglan2,3; Liu, Shuguang8; Ma, Zhuguo5; Miyata, Akira9
刊名remote sensing of environment
出版日期2014
卷号140页码:279-293
关键词Evapotranspiration Eddy covariance Priestley-Taylor Penman-Monteith
ISSN号0034-4257
中文摘要evapotranspiration (et) is a key component of terrestrial ecosystems because it links the hydrological, energy, and carbon cycles. several satellite-based et models have been developed for extrapolating local observations to regional and global scales, but recent studies have shown large model uncertainties in et simulations. in this study, we compared eight et models, including five empirical and three process-based models, with the objective of providing a reference for choosing and improving methods. the results showed that the eight models explained between 61 and 80% of the variability in et at 23 eddy covariance towers in china and adjacent regions. the mean annual et for all of china varied from 535 to 852 mm yr(-1) among the models. the interannual variability of yearly et varied significantly between models during 1982-2009 because of different model structures and the dominant environmental factors employed. our evaluation results showed that the parameters of the empirical methods may have different combination because the environmental factors of et are not independent. although the three process-based models showed high model performance across the validation sites, there were substantial differences among them in the temporal and spatial patterns of et, the dominant environment factors and the energy partitioning schemes. the disagreement among current et models highlights the need for further improvements and validation, which can be achieved by investigating model structures and examining the et component estimates and the critical model parameters. (c) 2013 elsevier inc. all rights reserved.
英文摘要evapotranspiration (et) is a key component of terrestrial ecosystems because it links the hydrological, energy, and carbon cycles. several satellite-based et models have been developed for extrapolating local observations to regional and global scales, but recent studies have shown large model uncertainties in et simulations. in this study, we compared eight et models, including five empirical and three process-based models, with the objective of providing a reference for choosing and improving methods. the results showed that the eight models explained between 61 and 80% of the variability in et at 23 eddy covariance towers in china and adjacent regions. the mean annual et for all of china varied from 535 to 852 mm yr(-1) among the models. the interannual variability of yearly et varied significantly between models during 1982-2009 because of different model structures and the dominant environmental factors employed. our evaluation results showed that the parameters of the empirical methods may have different combination because the environmental factors of et are not independent. although the three process-based models showed high model performance across the validation sites, there were substantial differences among them in the temporal and spatial patterns of et, the dominant environment factors and the energy partitioning schemes. the disagreement among current et models highlights the need for further improvements and validation, which can be achieved by investigating model structures and examining the et component estimates and the critical model parameters. (c) 2013 elsevier inc. all rights reserved.
WOS标题词science & technology ; life sciences & biomedicine ; technology
类目[WOS]environmental sciences ; remote sensing ; imaging science & photographic technology
研究领域[WOS]environmental sciences & ecology ; remote sensing ; imaging science & photographic technology
关键词[WOS]support vector machine ; gross primary production ; atmosphere water flux ; energy-balance ; eddy covariance ; northwest china ; combining modis ; ameriflux data ; land surfaces ; soil-moisture
收录类别SCI
语种英语
WOS记录号WOS:000329766200024
公开日期2014-12-19
源URL[http://ir.nwipb.ac.cn/handle/363003/4288]  
专题西北高原生物研究所_中国科学院西北高原生物研究所
作者单位1.Beijing Normal Univ, Coll Global Change & Earth Syst Sci, State Key Lab Earth Surface Proc & Resource Ecol, Beijing 100875, Peoples R China
2.Beijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
3.Chinese Acad Sci, Inst Remote Sensing Applicat, Beijing 100875, Peoples R China
4.Univ Maryland, Dept Geog Sci, College Pk, MD 20742 USA
5.Chinese Acad Sci, Inst Atmospher Phys, Key Lab Reg Climate Environm Res Temperate East A, Beijing 100029, Peoples R China
6.CALTECH, Jet Prop Lab, Pasadena, CA 91109 USA
7.Chinese Acad Sci, Cold & Arid Reg Environm & Engn Res Inst, Lanzhou 730000, Gansu, Peoples R China
8.Cent South Univ Forestry & Technol, State Engn Lab Southern Forestry Appl Ecol & Tech, Changsha 410004, Hunan, Peoples R China
9.Natl Inst Agroenvironm Sci, Tsukuba, Ibaraki 3058604, Japan
10.Univ Montana, Coll Forestry & Conservat, Missoula, MT 59812 USA
推荐引用方式
GB/T 7714
Chen, Yang,Xia, Jiangzhou,Liang, Shunlin,et al. Comparison of satellite-based evapotranspiration models over terrestrial ecosystems in China[J]. remote sensing of environment,2014,140:279-293.
APA Chen, Yang.,Xia, Jiangzhou.,Liang, Shunlin.,Feng, Jinming.,Fisher, Joshua B..,...&Yuan, Wenping.(2014).Comparison of satellite-based evapotranspiration models over terrestrial ecosystems in China.remote sensing of environment,140,279-293.
MLA Chen, Yang,et al."Comparison of satellite-based evapotranspiration models over terrestrial ecosystems in China".remote sensing of environment 140(2014):279-293.

入库方式: OAI收割

来源:西北高原生物研究所

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