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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  
DeepCropNet: a deep spatial-temporal learning framework for county-level corn yield estimation 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (3)
作者:  Lin, Tao;  Zhong, Renhai;  Wang, Yudi;  Xu, Jinfan;  Jiang, Hao;  Xu, Jialu;  Ying, Yibin;  Rodriguez, Luis;  Ting, K. C.;  Li, Haifeng
收藏  |  浏览/下载:10/0  |  提交时间:2020/07/02
yield estimation  corn  LSTM  attention mechanism  multi-task learning  deep learning  
Contribution of rice variety renewal and agronomic innovations to yield improvement and greenhouse gas mitigation in China 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (11)
作者:  Zhang, Yi;  Jiang, Yu;  Tai, Amos P. K.;  Feng, Jinfei;  Li, Zhijie;  Zhu, Xiangcheng;  Chen, Jin;  Zhang, Jun;  Song, Zhenwei;  Deng, Aixing;  Lal, Rattan;  Zhang, Weijian
收藏  |  浏览/下载:11/0  |  提交时间:2020/02/17
food security  climate change  greenhouse gas mitigation  agronomic practice  rice production  
Do alternative irrigation strategies for rice cultivation decrease water footprints at the cost of long-term soil health? 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (7)
作者:  Livsey, John;  Katterer, Thomas;  Vico, Giulia;  Lyon, Steve W.;  Lindborg, Regina;  Scaini, Anna;  Da, Chau Thi;  Manzoni, Stefano
收藏  |  浏览/下载:9/0  |  提交时间:2019/11/27
alternate wetting and drying  mid-season drainage  soil organic carbon  rice  carbon dioxide  methane  nitrous oxide  
Stochastically modeling the projected impacts of climate change on rainfed and irrigated US crop yields 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (7)
作者:  Zhu, Xiao;  Troy, Tara J.;  Devineni, Naresh
收藏  |  浏览/下载:6/0  |  提交时间:2019/11/27
climate and irrigation impacts  statistical modeling  crop yield modeling  
Sensitivity of grain yields to historical climate variability in India 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (6)
作者:  Davis, Kyle Frankel;  Chhatre, Ashwini;  Rao, Narasimha D.;  Singh, Deepti;  DeFries, Ruth
收藏  |  浏览/下载:7/0  |  提交时间:2019/11/26
climate variability  crop production  India  yield variation  rice  monsoon  coarse grains  
The effects of climate extremes on global agricultural yields 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (5)
作者:  Vogel, Elisabeth;  Donat, Markus G.;  Alexander, Lisa, V;  Meinshausen, Malte;  Ray, Deepak K.;  Karoly, David;  Meinshausen, Nicolai;  Frieler, Katja
收藏  |  浏览/下载:11/0  |  提交时间:2019/11/26
agriculture  crop yields  extreme weather events  random forest  machine learning  
How much does climate change add to the challenge of feeding the planet this century? 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (4)
作者:  Aggarwal, Pramod;  Vyas, Shalika;  Thornton, Philip;  Campbell, Bruce M.
收藏  |  浏览/下载:6/0  |  提交时间:2019/04/09
climate change impacts  food security  adaptation  agriculture  meta-analysis  
Modeling spatial climate change landuse adaptation with multi-objective genetic algorithms to improve resilience for rice yield and species richness and to mitigate disaster risk 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (2)
作者:  Yoon, Eun Joo;  Thorne, James H.;  Park, Chan;  Lee, Dong Kun;  Kim, Kwang Soo;  Yoon, Heeyeun;  Seo, Changwan;  Lim, Chul-Hee;  Kim, Haeryung;  Song, Young-Il
收藏  |  浏览/下载:7/0  |  提交时间:2019/04/09
scenario planning  landslides  economic value  landuse conversion  trade-offs  South Korea  
Rice production and climate change in Northeast China: evidence of adaptation through land use shifts 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (2)
作者:  Hu, Yanan;  Fan, Lingling;  Liu, Zhenhuan;  Yu, Qiangyi;  Liang, Shefang;  Chen, Shi;  You, Liangzhi;  Wu, Wenbin;  Yang, Peng
收藏  |  浏览/下载:5/0  |  提交时间:2019/04/09
global warming  rice production  rice relocation  production function  Northeast China