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Improving AI System Awareness of Geoscience Knowledge: Symbiotic Integration of Physical Approaches and Deep Learning 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (13)
作者:  Jiang, Shijie;  Zheng, Yi;  Solomatine, Dimitri
收藏  |  浏览/下载:13/0  |  提交时间:2020/06/16
artificial intelligence  deep learning  Earth science  geosystem dynamics  hydrology  predictions in ungauged basins  
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:17/0  |  提交时间:2020/05/20
causal discovery algorithms  teleconnections  seasonal forecast  machine learning  wheat forecast  climate precursors  
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:10/0  |  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  
Deep Learning Emulation of Subgrid-Scale Processes in Turbulent Shear Flows 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (12)
作者:  Pal, Anikesh
收藏  |  浏览/下载:6/0  |  提交时间:2020/05/13
deep learning  turbulence  shear layers  
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:10/0  |  提交时间:2020/07/02
machine learning  simulated ground motions  seismology  earthquake hazard  
Probabilistic Forecasting of El Nino Using Neural Network Models 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (6)
作者:  Petersik, Paul Johannes;  Dijkstra, Henk A.
收藏  |  浏览/下载:7/0  |  提交时间:2020/07/02
El Nino  prediction  machine learning  neural networks  probabilistic forecasting  
Machine-Learning-Based Analysis of the Guy-Greenbrier, Arkansas Earthquakes: A Tale of Two Sequences 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (6)
作者:  Park, Yongsoo;  Mousavi, S. Mostafa;  Zhu, Weiqiang;  Ellsworth, William L.;  Beroza, Gregory C.
收藏  |  浏览/下载:6/0  |  提交时间:2020/07/02
induced seismicity  earthquake cataloging  machine learning