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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  
Nation-wide estimation of groundwater redox conditions and nitrate concentrations through machine learning 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (6)
作者:  Knoll, Lukas;  Breuer, Lutz;  Bach, Martin
收藏  |  浏览/下载：10/0  |  提交时间：2020/07/02
groundwater quality  nitrate pollution  redox conditions  random forest  uncertainty  large-scale  
Lichen cover mapping for caribou ranges in interior Alaska and Yukon 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (5)
作者:  Macander, Matthew J.;  Palm, Eric C.;  Frost, Gerald, V;  Herriges, Jim D.;  Nelson, Peter R.;  Roland, Carl;  Russell, Kelsey L. M.;  Suitor, Mike J.;  Bentzen, Torsten W.;  Joly, Kyle;  Goetz, Scott J.;  Hebblewhite, Mark
收藏  |  浏览/下载：17/0  |  提交时间：2020/07/02
arctic boreal vulnerability experiment  caribou  climate change  fire  lichen  remote sensing  shrubs  
Sentinel-1 observation frequency significantly increases burnt area detectability in tropical SE Asia 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (5)
作者:  Carreiras, Joao M. B.;  Quegan, Shaun;  Tansey, Kevin;  Page, Susan
收藏  |  浏览/下载：8/0  |  提交时间：2020/07/02
burnt area  tropics  Sentinel-1  radar  machine learning  Indonesia  
Random forest models for PM2.5 speciation concentrations using MISR fractional AODs 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (3)
作者:  Geng, Guannan;  Meng, Xia;  He, Kebin;  Liu, Yang
收藏  |  浏览/下载：8/0  |  提交时间：2020/07/02
MISR  random forest  fine particulate matter speciation  exposure assessment  satellite remote sensing  
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：12/0  |  提交时间：2020/07/02
yield estimation  corn  LSTM  attention mechanism  multi-task learning  deep learning  
Monitoring pinyon-juniper cover and aboveground biomass across the Great Basin 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (2)
作者:  Filippelli, Steven K.;  Falkowski, Michael J.;  Hudak, Andrew T.;  Fekety, Patrick A.;  Vogeler, Jody C.;  Khalyani, Azad Henareh;  Rau, Benjamin M.;  Strand, Eva K.
收藏  |  浏览/下载：6/0  |  提交时间：2020/07/02
pinyon-juniper  woodland  aboveground biomass  canopy cover  encroachment  Great Basin  monitoring reporting and verification (MRV)  
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)  
Leveraging machine learning for predicting flash flood damage in the Southeast US 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (2)
作者:  Alipour, Atieh;  Ahmadalipour, Ali;  Abbaszadeh, Peyman;  Moradkhani, Hamid
收藏  |  浏览/下载：8/0  |  提交时间：2020/07/02
flash flood  risk  flood damage  machine learning