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Estimation of global coastal sea level extremes using neural networks 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (7)
作者:  Bruneau, Nicolas;  Polton, Jeff;  Williams, Joanne;  Holt, Jason
收藏  |  浏览/下载：8/0  |  提交时间：2020/08/18
sea water anomaly  extremes  storm surges  GESLA database  machine learning  
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  
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  
A Machine Learning-Based Global Atmospheric Forecast Model 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (9)
作者:  Szunyogh, Istvan;  Arcomano, Troy;  Pathak, Jaideep;  Wikner, Alexander;  Hunt, Brian;  Ott, Edward
收藏  |  浏览/下载：9/0  |  提交时间：2020/07/02
Snow Moving to Higher Elevations: Analyzing Three Decades of Snowline Dynamics in the Alps 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (12)
作者:  Hu, Zhongyang;  Dietz, Andreas;  Zhao, Alcide;  Uereyen, Soner;  Zhang, He;  Wang, Michael;  Mederer, Peter;  Kuenzer, Claudia
收藏  |  浏览/下载：8/0  |  提交时间：2020/05/20
Detecting Slow Slip Events From Seafloor Pressure Data Using Machine Learning 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (11)
作者:  He, Bing;  Wei, Meng;  Watts, D. Randolph;  Shen, Yang
收藏  |  浏览/下载：9/0  |  提交时间：2020/05/13
slow slip events  seafloor geodesy  machine learning  seafloor pressure data  New Zealand  
Tracking Pyrometeors With Meteorological Radar Using Unsupervised Machine Learning 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (8)
作者:  McCarthy, N. F.;  Guyot, A.;  Protat, A.;  Dowdy, A. J.;  McGowan, H.
收藏  |  浏览/下载：10/0  |  提交时间：2020/07/02
Wildfire  Radar  Pyrometeor  Machine Learning  Gaussian Mixture Model  Hydrometeor  
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 Machine Learning Approach to Developing Ground Motion Models From Simulated Ground Motions 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (6)
作者:  Withers, Kyle B.;  Moschetti, Morgan P.;  Thompson, Eric M.
收藏  |  浏览/下载：9/0  |  提交时间：2020/07/02
machine learning  simulated ground motions  seismology  earthquake hazard