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WeatherBench: A Benchmark Data Set for Data-Driven Weather Forecasting 期刊论文
Journal of Advances in Modeling Earth Systems, 2020, 卷号: 12, 期号: 11
作者:  Rasp S.;  Dueben P.D.;  Scher S.;  Weyn J.A.;  Mouatadid S.;  Thuerey N.
收藏  |  浏览/下载:20/0  |  提交时间:2020/12/08
Data-Driven Super-Parameterization Using Deep Learning: Experimentation With Multiscale Lorenz 96 Systems and Transfer Learning 期刊论文
Journal of Advances in Modeling Earth Systems, 2020, 卷号: 12, 期号: 11
作者:  Chattopadhyay A.;  Subel A.;  Hassanzadeh P.
收藏  |  浏览/下载:10/0  |  提交时间:2020/12/08
A Moist Physics Parameterization Based on Deep Learning 期刊论文
Journal of Advances in Modeling Earth Systems, 2020, 卷号: 12, 期号: 9
作者:  Han Y.;  Zhang G.J.;  Huang X.;  Wang Y.
收藏  |  浏览/下载:1/0  |  提交时间:2020/12/08
Improving Data-Driven Global Weather Prediction Using Deep Convolutional Neural Networks on a Cubed Sphere 期刊论文
Journal of Advances in Modeling Earth Systems, 2020, 卷号: 12, 期号: 9
作者:  Weyn J.A.;  Durran D.R.;  Caruana R.
收藏  |  浏览/下载:19/0  |  提交时间:2020/12/08
Physically Interpretable Neural Networks for the Geosciences: Applications to Earth System Variability 期刊论文
Journal of Advances in Modeling Earth Systems, 2020, 卷号: 12, 期号: 9
作者:  Toms B.A.;  Barnes E.A.;  Ebert-Uphoff I.
收藏  |  浏览/下载:15/0  |  提交时间:2020/12/08
Machine Learning-Based Prediction of Spatiotemporal Uncertainties in Global Wind Velocity Reanalyses 期刊论文
Journal of Advances in Modeling Earth Systems, 2020, 卷号: 12, 期号: 5
作者:  Irrgang C.;  Saynisch-Wagner J.;  Thomas M.
收藏  |  浏览/下载:40/0  |  提交时间:2020/12/08
Optimization of Deep Learning Precipitation Models Using Categorical Binary Metrics 期刊论文
Journal of Advances in Modeling Earth Systems, 2020, 卷号: 12, 期号: 5
作者:  Larraondo P.R.;  Renzullo L.J.;  Van Dijk A.I.J.M.;  Inza I.;  Lozano J.A.
收藏  |  浏览/下载:14/0  |  提交时间:2020/12/08
A Machine Learning Assisted Development of a Model for the Populations of Convective and Stratiform Clouds 期刊论文
Journal of Advances in Modeling Earth Systems, 2020, 卷号: 12, 期号: 3
作者:  Hagos S.;  Feng Z.;  Plant R.S.;  Protat A.
收藏  |  浏览/下载:22/0  |  提交时间:2020/12/08
Machine Learning for Stochastic Parameterization: Generative Adversarial Networks in the Lorenz '96 Model 期刊论文
Journal of Advances in Modeling Earth Systems, 2020, 卷号: 12, 期号: 3
作者:  Gagne D.J.;  II;  Christensen H.M.;  Subramanian A.C.;  Monahan A.H.
收藏  |  浏览/下载:17/0  |  提交时间:2020/12/08
Can Machines Learn to Predict Weather? Using Deep Learning to Predict Gridded 500-hPa Geopotential Height From Historical Weather Data 期刊论文
Journal of Advances in Modeling Earth Systems, 2019, 卷号: 11, 期号: 8
作者:  Weyn J.A.;  Durran D.R.;  Caruana R.
收藏  |  浏览/下载:6/0  |  提交时间:2020/12/08