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Quantifying the contribution of climate change and human activities to biophysical parameters in an arid region 期刊论文
发表期刊: ECOLOGICAL INDICATORS. 出版年: 2021, 卷号: 129
作者:  Zhang, Wenqiang;  Luo, Geping;  Chen, Chunbo;  Ochege, Friday U.;  Hellwich, Olaf;  Zheng, Hongwei;  Hamdi, Rafiq;  Wu, Shixin
收藏  |  浏览/下载：11/0  |  提交时间：2021/11/19
Climate change  Human activities  Biophysical parameters  The Northern slope of the Tianshan Mountains  Random Forest model  Machine learning  
A framework for estimating actual evapotranspiration at weather stations without flux observations by combining data from MODIS and flux towers through a machine learning approach 期刊论文
发表期刊: JOURNAL OF HYDROLOGY. 出版年: 2021, 卷号: 603
作者:  Zhang, Chen;  Luo, Geping;  Hellwich, Olaf;  Chen, Chunbo;  Zhang, Wenqiang;  Xie, Mingjuan;  He, Huili;  Shi, Haiyang;  Wang, Yuangang
收藏  |  浏览/下载：2/0  |  提交时间：2022/02/12
Evapotranspiration  Weather stations without flux observations  Multiple temporal resolutions  Spatial cross-validation  Machine learning  Grasslands  
Simulation of site-scale water fluxes in desert and natural oasis ecosystems of the arid region in Northwest China 期刊论文
发表期刊: HYDROLOGICAL PROCESSES. 出版年: 2021, 卷号: 35, 期号: 12
作者:  Xie, Mingjuan;  Luo, Geping;  Hellwich, Olaf;  Frankl, Amaury;  Zhang, Wenqiang;  Chen, Chunbo;  Zhang, Chen;  De Maeyer, Philippe
收藏  |  浏览/下载：2/0  |  提交时间：2022/03/17
desert ecosystem  machine learning  natural oasis ecosystem  random forest  water fluxes