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Comparative assessment of environmental variables and machine learning algorithms for maize yield prediction in the US Midwest 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (6)
作者:  Kang, Yanghui;  Ozdogan, Mutlu;  Zhu, Xiaojin;  Ye, Zhiwei;  Hain, Christopher;  Anderson, Martha
收藏  |  浏览/下载：15/0  |  提交时间：2020/07/02
crop yields  climate impact  machine learning  deep learning  data-driven  
Mapping and Understanding Patterns of Air Quality Using Satellite Data and Machine Learning 期刊论文
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2020, 125 (4)
作者:  Stirnberg, Roland;  Cermak, Jan;  Fuchs, Julia;  Andersen, Hendrik
收藏  |  浏览/下载：5/0  |  提交时间：2020/07/02
Physics-Constrained Machine Learning of Evapotranspiration 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019
作者:  Zhao, Wen Li;  Gentine, Pierre;  Reichstein, Markus;  Zhang, Yao;  Zhou, Sha;  Wen, Yeqiang;  Lin, Changjie;  Li, Xi;  Qiu, Guo Yu
收藏  |  浏览/下载：16/0  |  提交时间：2020/02/17
machine learning  physics constrained  evapotranspiration  FLUXNET  energy conservation  generalizations  
The Application of Convolutional Neural Networks to Detect Slow, Sustained Deformation in InSAR Time Series 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019, 46 (21) : 11850-11858
作者:  Anantrasirichai, N.;  Biggs, J.;  Albino, F.;  Bull, D.
收藏  |  浏览/下载：6/0  |  提交时间：2020/02/17
Interferometric Synthetic Aperture Radar  machine learning  detection  deformation  
Benchmark estimates for aboveground litterfall data derived from ecosystem models 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (8)
作者:  Li, Shihua;  Yuan, Wenping;  Ciais, Philippe;  Viovy, Nicolas;  Ito, Akihiko;  Jia, Bingrui;  Zhu, Dan
收藏  |  浏览/下载：11/0  |  提交时间：2019/11/27
aboveground litterfall production  leaf area index  random forest  ecosystem model  
Machine Learning Reveals the State of Intermittent Frictional Dynamics in a Sheared Granular Fault 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019, 46 (13) : 7395-7403
作者:  Ren, C. X.;  Dorostkar, O.;  Rouet-Leduc, B.;  Hulbert, C.;  Strebel, D.;  Guyer, R. A.;  Johnson, P. A.;  Carmeliet, J.
收藏  |  浏览/下载：5/0  |  提交时间：2019/11/27
A revised above-ground maximum biomass layer for the Australian continent 期刊论文
FOREST ECOLOGY AND MANAGEMENT, 2019, 432: 264-275
作者:  Roxburgh, Stephen H.;  Karunaratne, Senani B.;  Paul, Keryn I.;  Lucas, Richard M.;  Armston, John D.;  Sun, Jingyi
收藏  |  浏览/下载：8/0  |  提交时间：2019/04/09
Forest biomass  Random forest  Carbon accounting  National greenhouse gas inventory  
Evaluating Diffferent Machine Learning Methods for Upscaling Evapotranspiration from Flux Towers to the Regional Scale 期刊论文
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2018, 123 (16) : 8674-8690
作者:  Xu, Tongren;  Guo, Zhixia;  Liu, Shaomin;  He, Xinlei;  Meng, Yangfanyu;  Xu, Ziwei;  Xia, Youlong;  Xiao, Jingfeng;  Zhang, Yuan;  Ma, Yanfei;  Song, Lisheng
收藏  |  浏览/下载：8/0  |  提交时间：2019/04/09
Estimates of grassland biomass and turnover time on the Tibetan Plateau 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2018, 13 (1)
作者:  Xia, Jiangzhou;  Ma, Minna;  Liang, Tiangang;  Wu, Chaoyang;  Yang, Yuanhe;  Zhang, Li;  Zhang, Yangjian;  Yuan, Wenping
收藏  |  浏览/下载：9/0  |  提交时间：2019/04/09
biomass  turnover time  vegetation index  Tibetan Plateau  random forest