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Emergent vulnerability to climate-driven disturbances in European forests 期刊论文
Nature Communications, 2021
作者:  Giovanni Forzieri;  Marco Girardello;  Guido Ceccherini;  Jonathan Spinoni;  Luc Feyen;  Henrik Hartmann;  Pieter S. A. Beck;  Gustau Camps-Valls;  Gherado Chirici;  Achille Mauri;  Alessandro Cescatti
收藏  |  浏览/下载:12/0  |  提交时间:2021/03/02
Long-term persistence, invariant time scales and on-off intermittency of fog events 期刊论文
Atmospheric Research, 2021
作者:  S. Salcedo-Sanz, M. Piles, L. Cuadra, C. Casanova-Mateo, ... G. Camps-Valls
收藏  |  浏览/下载:6/0  |  提交时间:2021/01/15
Partitioning net carbon dioxide fluxes into photosynthesis and respiration using neural networks 期刊论文
Global Change Biology, 2020
作者:  Gianluca Tramontana;  Mirco Migliavacca;  Martin Jung;  Markus Reichstein;  Trevor F. Keenan;  Gustau Camps‐;  Valls;  Jerome Ogee;  Jochem Verrelst;  Dario Papale
收藏  |  浏览/下载:10/0  |  提交时间:2020/07/06
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