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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：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  
Satellite soil moisture observations predict burned area in Southeast Asian peatlands 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (9)
作者:  Dadap, Nathan C.;  Cobb, Alexander R.;  Hoyt, Alison M.;  Harvey, Charles F.;  Konings, Alexandra G.
收藏  |  浏览/下载：11/0  |  提交时间：2019/11/27
tropical peatlands  SMAP  fire  soil moisture  vegetation optical depth  
Gap Filling of High-Resolution Soil Moisture for SMAP/Sentinel-1: A Two-Layer Machine Learning-Based Framework 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (8) : 6986-7009
作者:  Mao, Hanzi;  Kathuria, Dhruva;  Duffield, Nick;  Mohanty, Binayak P.
收藏  |  浏览/下载：8/0  |  提交时间：2019/11/27
Quantifying Process Connectivity With Transfer Entropy in Hydrologic Models 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (6) : 4613-4629
作者:  Bennett, Andrew;  Nijssen, Bart;  Ou, Gengxin;  Clark, Martyn;  Nearing, Grey
收藏  |  浏览/下载：8/0  |  提交时间：2019/11/26
transfer entropy  process network  model intercomparison  
Mesoscale Soil Moisture Patterns Revealed Using a Sparse In Situ Network and Regression Kriging 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (6) : 4785-4800
作者:  Ochsner, Tyson E.;  Linde, Evan;  Haffner, Matthew;  Dong, Jingnuo
收藏  |  浏览/下载：2/0  |  提交时间：2019/11/26
The Arctic-Boreal vulnerability experiment model benchmarking system 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (5)
作者:  Stofferahn, Eric;  Fisher, Joshua B.;  Hayes, Daniel J.;  Schwalm, Christopher R.;  Huntzinger, Deborah N.;  Hantson, Wouter;  Poulter, Benjamin;  Zhang, Zhen
收藏  |  浏览/下载：13/0  |  提交时间：2019/11/26
ABoVE  benchmarking  model  Arctic  Boreal  ecosystem  carbon  
Effects of LiDAR DEM Smoothing and Conditioning Techniques on a Topography-Based Wetland Identification Model 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (5) : 4343-4363
作者:  O&;  39;Neil, Gina L.
收藏  |  浏览/下载：5/0  |  提交时间：2019/11/26
wetland  Random Forests  LiDAR  hydroconditioning  smoothing