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tEvaluation and comparison of precipitation estimates and hydrologic utility of CHIRPS, TRMM 3B42 V7 and PERSIANN-CDR products in various climate regimes 期刊论文
Atmospheric Research, 2021
作者:  Yuefen Zhang, Chuanhao Wu, Pat J.-F. Yeh, Jianzhu Li, ... Changhyun Jun
收藏  |  浏览/下载:12/0  |  提交时间:2021/10/22
Mitigating prediction error of deep learning streamflow models in large data-sparse regions with ensemble modeling and soft data 期刊论文
Geophysical Research Letters, 2021
作者:  Dapeng Feng;  Kathryn Lawson;  Chaopeng Shen
收藏  |  浏览/下载:10/0  |  提交时间:2021/07/27
Addressing the human cost in a changing climate 期刊论文
Science, 2021
作者:  Bina Desai;  David N. Bresch;  Christelle Cazabat;  Stefan Hochrainer-Stigler;  Reinhard Mechler;  Sylvain Ponserre;  Jacob Schewe
收藏  |  浏览/下载:26/0  |  提交时间:2021/06/24
River basins on the edge of change 期刊论文
Science, 2021
作者:  Flavia Tauro
收藏  |  浏览/下载:38/0  |  提交时间:2021/05/21
Physics‐informed neural networks with monotonicity constraints for Richardson‐Richards equation: Estimation of constitutive relationships and soil water flux density from volumetric water content measurements 期刊论文
Water Resources Research, 2020
作者:  Toshiyuki Bandai;  Teamrat A. Ghezzehei
收藏  |  浏览/下载:10/0  |  提交时间:2020/12/28
Evaluating the potential and challenges of an uncertainty quantification method for long short‐term memory models for soil moisture predictions 期刊论文
Water Resources Research, 2020
作者:  Kuai Fang;  Daniel Kifer;  Kathryn Lawson;  Chaopeng Shen
收藏  |  浏览/下载:9/0  |  提交时间:2020/11/20
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:16/0  |  提交时间:2020/07/02
GRACE  spherical harmonics  mascons  machine learning  data gaps  reconstruction  
Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (12) : 11344-11354
作者:  Kratzert, Frederik;  Klotz, Daniel;  Herrnegger, Mathew;  Sampson, Alden K.;  Hochreiter, Sepp;  Nearing, Grey S.
收藏  |  浏览/下载:8/0  |  提交时间:2020/02/16
prediction in ungauged basins  machine learning  CAMELS  LSTM  
Assessing the Feasibility of Satellite-Based Thresholds for Hydrologically Driven Landsliding 期刊论文
WATER RESOURCES RESEARCH, 2019
作者:  Thomas, Matthew A.;  Collins, Brian D.;  Mirus, Benjamin B.
收藏  |  浏览/下载:11/0  |  提交时间:2020/02/16
hillslope hydrology  in situ monitoring  remote sensing  landslides  thresholds