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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  
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  
A Rainfall-Runoff Model With LSTM-Based Sequence-to-Sequence Learning 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (1)
作者:  Xiang, Zhongrun;  Yan, Jun;  Demir, Ibrahim
收藏  |  浏览/下载：7/0  |  提交时间：2020/07/02
A deep learning approach to conflating heterogeneous geospatial data for corn yield estimation: A case study of the US Corn Belt at the county level 期刊论文
GLOBAL CHANGE BIOLOGY, 2019
作者:  Jiang, Hao;  Hu, Hao;  Zhong, Renhai;  Xu, Jinfan;  Xu, Jialu;  Huang, Jingfeng;  Wang, Shaowen;  Ying, Yibin;  Lin, Tao
收藏  |  浏览/下载：9/0  |  提交时间：2020/02/17
climate change impact  corn yield  deep learning  geospatial discovery  phenology  
Statistical Inference Over Persistent Homology Predicts Fluid Flow in Porous Media 期刊论文
WATER RESOURCES RESEARCH, 2019
作者:  Moon, Chul;  Mitchell, Scott A.;  Heath, Jason E.;  Andrew, Matthew
收藏  |  浏览/下载：14/0  |  提交时间：2020/02/16
Fluid Flow  Persistent Homology  REV  Statistical Inference  LASSO  Principal Component Analysis  
Statistical Learning Methods as a Basis for Skillful Seasonal Temperature Forecasts in Europe 期刊论文
JOURNAL OF CLIMATE, 2019, 32 (17) : 5363-5379
作者:  Kamarainen, Matti;  Uotila, Petteri;  Karpechko, Alexey Yu.;  Hyvarinen, Otto;  Lehtonen, Ilari;  Raisanen, Jouni
收藏  |  浏览/下载：7/0  |  提交时间：2019/11/27
Europe  Principal components analysis  Forecast verification  skill  Seasonal forecasting  Statistical forecasting  Decadal variability  
Identify optimal predictors of statistical downscaling of summer daily precipitation in China from three-dimensional large-scale variables 期刊论文
ATMOSPHERIC RESEARCH, 2019, 224: 99-113
作者:  Liu, Yonghe;  Feng, Jinming;  Shao, Yuehong;  Li, Jianlin
收藏  |  浏览/下载：6/0  |  提交时间：2019/11/27
Statistical downscaling  Predictor selection  Generalized linear models  Grid box selection  Nash-Sutcliffe efficiency  
Water flow, oil biodegradation, and hydrodynamic traps in the Llanos Basin, Colombia 期刊论文
AAPG BULLETIN, 2019, 103 (5) : 1225-1264
作者:  Mora, Andres;  Andres Gomez, Ricardo;  Diaz, Camilo;  Caballero, Victor;  Parra, Mauricio;  Villamizar, Carlos;  Lasso, Alvaro;  Ketcham, Richard A.;  Gonzalez-Penagos, Felipe;  Rico, John;  Pablo Arias-Martinez, Juan
收藏  |  浏览/下载：10/0  |  提交时间：2019/11/26
Year-ahead predictability of South Asian Summer Monsoon precipitation 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (4)
作者:  Krakauer, Nir Y.
收藏  |  浏览/下载：5/0  |  提交时间：2019/11/26
seasonal forecasting  South Asian Summer Monsoon  sea-surface temperature  random forest  lasso  
Efficient cross-trait penalized regression increases prediction accuracy in large cohorts using secondary phenotypes 期刊论文
NATURE COMMUNICATIONS, 2019, 10
作者:  Chung, Wonil;  Chen, Jun;  Turman, Constance;  Lindstrom, Sara;  Zhu, Zhaozhong;  Loh, Po-Ru;  Kraft, Peter;  Liang, Liming
收藏  |  浏览/下载：6/0  |  提交时间：2019/11/27