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Machine learning based estimation of land productivity in the contiguous US using biophysical predictors 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (7)
作者:  Yang, Pan;  Zhao, Qiankun;  Cai, Ximing
收藏  |  浏览/下载:12/0  |  提交时间:2020/08/18
land productivity  marginal land  land use  machine learning  
Quantifying the uncertainty introduced by internal climate variability in projections of Canadian crop production 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (7)
作者:  Qian, Budong;  Jing, Qi;  Smith, Ward;  Grant, Brian;  Cannon, Alex J.;  Zhang, Xuebin
收藏  |  浏览/下载:9/0  |  提交时间:2020/08/18
climate change impacts  crop production  crop modelling  internal climate variability  uncertainty  
International trade and the stability of food supplies in the Global South 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (7)
作者:  Bren D&;  39;Amour, Christopher
收藏  |  浏览/下载:8/0  |  提交时间:2020/08/18
food security  food trade  food imports  food supply stability  food supply variability  
Changes of crop failure risks in the United States associated with large-scale climate oscillations in the Atlantic and Pacific Oceans 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (6)
作者:  Schillerberg, Tayler A.;  Tian, Di
收藏  |  浏览/下载:11/0  |  提交时间:2020/08/18
climate oscillation  crop failure  Bayesian analysis  maize  winter wheat  the United States  
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  
Potential for Early Forecast of Moroccan Wheat Yields Based on Climatic Drivers 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (12)
作者:  Lehmann, J.;  Kretschmer, M.;  Schauberger, B.;  Wechsung, F.
收藏  |  浏览/下载:16/0  |  提交时间:2020/05/20
causal discovery algorithms  teleconnections  seasonal forecast  machine learning  wheat forecast  climate precursors  
Fine-Scale Variability of Observed and Simulated Surface Albedo Over the Southern Great Plains 期刊论文
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2020, 125 (7)
作者:  Berg, Larry K.;  Long, Charles N.;  Kassianov, Evgueni, I;  Chand, Duli;  Tai, Sheng-Lun;  Yang, Zhao;  Riihimaki, Laura D.;  Biraud, Sebastien C.;  Tagestad, Jerry;  Matthews, Alyssa;  Mendoza, Albert;  Mei, Fan;  Tomlinson, Jason;  Fast, Jerome D.
收藏  |  浏览/下载:10/0  |  提交时间:2020/07/02
The changing physical and ecological meanings of North Pacific Ocean climate indices 期刊论文
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2020, 117 (14) : 7665-7671
作者:  Litzow, Michael A.;  Hunsicker, Mary E.;  Bond, Nicholas A.;  Burke, Brian J.;  Cunningham, Curry J.;  Gosselin, Jennifer L.;  Norton, Emily L.;  Ward, Eric J.;  Zador, Stephani G.
收藏  |  浏览/下载:8/0  |  提交时间:2020/05/13
climate change  climate index  nonstationary relationship  North Pacific Gyre Oscillation  Pacific Decadal Oscillation  
Predicting spatial and temporal variability in crop yields: an inter-comparison of machine learning, regression and process-based models 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (4)
作者:  Leng, Guoyong;  Hall, Jim W.
收藏  |  浏览/下载:11/0  |  提交时间:2020/07/02
climate change  crop yield  machine learning  statistical model  crop model  
A regional nuclear conflict would compromise global food security 期刊论文
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2020, 117 (13) : 7071-7081
作者:  Jaegermeyr, Jonas;  Robock, Alan;  Elliott, Joshua;  Mueller, Christoph;  Xia, Lili;  Khabarov, Nikolay;  Folberth, Christian;  Schmid, Erwin;  Liu, Wenfeng;  Zabel, Florian;  Rabin, Sam S.;  Puma, Michael J.;  Heslin, Alison;  Franke, James;  Foster, Ian;  Asseng, Senthold;  Bardeen, Charles G.;  Toon, Owen B.;  Rosenzweig, Cynthia
收藏  |  浏览/下载:12/0  |  提交时间:2020/05/13
food system shock  multiple breadbasket failure  cold temperature yield response  India-Pakistan conflict  global gridded crop model intercomparison (GGCMI)