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Estimating and understanding crop yields with explainable deep learning in the Indian Wheat Belt 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (2)
作者:  Wolanin, Aleksandra;  Mateo-Garcia, Gonzalo;  Camps-Valls, Gustau;  Gomez-Chova, Luis;  Meroni, Michele;  Duveiller, Gregory;  Liangzhi, You;  Guanter, Luis
收藏  |  浏览/下载:8/0  |  提交时间:2020/07/02
wheat yield  Indian Wheat Belt  food security  remote sensing  explainable artificial intelligence (XAI)  deep learning (DL)  regression activation map (RAM)  
Inferring causation from time series in Earth system sciences 期刊论文
NATURE COMMUNICATIONS, 2019, 10
作者:  Runge, Jakob;  Bathiany, Sebastian;  Bollt, Erik;  Camps-Valls, Gustau;  Coumou, Dim;  Deyle, Ethan;  Glymour, Clark;  Kretschmer, Marlene;  Mahecha, Miguel D.;  Munoz-Mari, Jordi;  van Nes, Egbert H.;  Peters, Jonas;  Quax, Rick;  Reichstein, Markus;  Scheffer, Marten;  Schoelkopf, Bernhard;  Spirtes, Peter;  Sugihara, George;  Sun, Jie;  Zhang, Kun;  Zscheischler, Jakob
收藏  |  浏览/下载:10/0  |  提交时间:2019/11/27
Satellite Observations of the Contrasting Response of Trees and Grasses to Variations in Water Availability 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019, 46 (3) : 1429-1440
作者:  Walther, Sophia;  Duveiller, Gregory;  Jung, Martin;  Guanter, Luis;  Cescatti, Alessandro;  Camps-Valls, Gustau
收藏  |  浏览/下载:15/0  |  提交时间:2019/11/26
Global distribution of groundwater-vegetation spatial covariation 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2017, 44 (9)
作者:  Koirala, Sujan;  Jung, Martin;  Reichstein, Markus;  de Graaf, Inge E. M.;  Camps-Valls, Gustau;  Ichii, Kazuhito;  Papale, Dario;  Raduly, Botond;  Schwalm, Christopher R.;  Tramontana, Gianluca;  Carvalhais, Nuno
收藏  |  浏览/下载:13/0  |  提交时间:2019/04/09
groundwater  plant productivity  ecosystem  spatial covariation  ecohydrological patterns  
Compensatory water effects link yearly global land CO2 sink changes to temperature 期刊论文
NATURE, 2017, 541 (7638) : 516-520
作者:  Jung, Martin;  Reichstein, Markus;  Schwalm, Christopher R.;  Huntingford, Chris;  Sitch, Stephen;  Ahlstrom, Anders;  Arneth, Almut;  Camps-Valls, Gustau;  Ciais, Philippe;  Friedlingstein, Pierre;  Gans, Fabian;  Ichii, Kazuhito;  Ain, Atul K. J.;  Kato, Etsushi;  Papale, Dario;  Poulter, Ben;  Raduly, Botond;  Rodenbeck, Christian;  Tramontana, Gianluca;  Viovy, Nicolas;  Wang, Ying-Ping;  Weber, Ulrich;  Zaehle, Sonke;  Zeng, Ning
收藏  |  浏览/下载:11/0  |  提交时间:2019/04/09