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Challenges in Applying Machine Learning Models for Hydrological Inference: A Case Study for Flooding Events Across Germany 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (5)
作者:  Schmidt, Lennart;  Hesse, Falk;  Attinger, Sabine;  Kumar, Rohini
收藏  |  浏览/下载：7/0  |  提交时间：2020/05/13
machine learning  inference  floods  
Reconstruction of GRACE Data on Changes in Total Water Storage Over the Global Land Surface and 60 Basins 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (4)
作者:  Sun, Zhangli;  Long, Di;  Yang, Wenting;  Li, Xueying;  Pan, Yun
收藏  |  浏览/下载：12/0  |  提交时间：2020/07/02
GRACE  spherical harmonics  mascons  machine learning  data gaps  reconstruction  
Comparison of Data-Driven Techniques to Reconstruct (1992-2002) and Predict (2017-2018) GRACE-Like Gridded Total Water Storage Changes Using Climate Inputs 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (5)
作者:  Li, Fupeng;  Kusche, Juergen;  Rietbroek, Roelof;  Wang, Zhengtao;  Forootan, Ehsan;  Schulze, Kerstin;  Lueck, Christina
收藏  |  浏览/下载：4/0  |  提交时间：2020/05/13
Reduced-Dimensional Gaussian Process Machine Learning for Groundwater Allocation Planning Using Swarm Theory 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (3)
作者:  Siade, Adam J.;  Cui, Tao;  Karelse, Robert N.;  Hampton, Clive
收藏  |  浏览/下载：5/0  |  提交时间：2020/07/02
Refining Predictor Spectral Representation Using Wavelet Theory for Improved Natural System Modeling 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (3)
作者:  Jiang, Ze;  Sharma, Ashish;  Johnson, Fiona
收藏  |  浏览/下载：8/0  |  提交时间：2020/07/02
Summer Monsoon Rainfall Patterns and Predictability over Southeast China 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (2)
作者:  Dai, Lun;  Cheng, Tat Fan;  Lu, Mengqian
收藏  |  浏览/下载：8/0  |  提交时间：2020/07/02
Rainfall Predictability  Data Mining  Monsoon  Climate  Spatiotemporal Analysis  Southeast China  
A Unified Data-Driven Method to Derive Hydrologic Dynamics From Global SMAP Surface Soil Moisture and GPM Precipitation Data 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (2)
作者:  Mao, Yixin;  Crow, Wade T.;  Nijssen, Bart
收藏  |  浏览/下载：9/0  |  提交时间：2020/07/02
SMAP satellite  soil moisture dynamics  regression  hydrologic model  data-driven  
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
Deposition Potential and Flow-Response Dynamics of Emergent Sandbars in a Braided River 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (1)
作者:  Alexander, Jason S.;  McElroy, Brandon;  Huzurbazar, Snehalata;  Elliott, Caroline;  Murr, Marissa L.
收藏  |  浏览/下载：8/0  |  提交时间：2020/07/02
Advances in Quantifying Streamflow Variability Across Continental Scales: 2. Improved Model Regionalization and Prediction Uncertainties Using Hierarchical Bayesian Methods 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (12) : 11061-11087
作者:  Alexander, Richard B.;  Schwarz, Gregory E.;  Boyer, Elizabeth W.
收藏  |  浏览/下载：8/0  |  提交时间：2020/02/16
hierarchical Bayesian  hydrological modeling  SPARROW  regionalization methods