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A Novel Modeling Framework for Computationally Efficient and Accurate Real-Time Ensemble Flood Forecasting With Uncertainty Quantification 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (3)
作者:  Vinh Ngoc Tran;  Dwelle, M. Chase;  Sargsyan, Khachik;  Ivanov, Valeriy Y.;  Kim, Jongho
收藏  |  浏览/下载：10/0  |  提交时间：2020/07/02
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
Integration of Adversarial Autoencoders With Residual Dense Convolutional Networks for Estimation of Non-Gaussian Hydraulic Conductivities 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (2)
作者:  Mo, Shaoxing;  Zabaras, Nicholas;  Shi, Xiaoqing;  Wu, Jichun
收藏  |  浏览/下载：11/0  |  提交时间：2020/07/02
Sensitivity Analysis-Based Automatic Parameter Calibration of the VIC Model for Streamflow Simulations Over China 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (1)
作者:  Gou, Jiaojiao;  Miao, Chiyuan;  Duan, Qingyun;  Tang, Qiuhong;  Di, Zhenhua;  Liao, Weihong;  Wu, Jingwen;  Zhou, Rui
收藏  |  浏览/下载：12/0  |  提交时间：2020/07/02
Surrogate-Based Bayesian Inverse Modeling of the Hydrological System: An Adaptive Approach Considering Surrogate Approximation Error 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (1)
作者:  Zhang, Jiangjiang;  Zheng, Qiang;  Chen, Dingjiang;  Wu, Laosheng;  Zeng, Lingzao
收藏  |  浏览/下载：10/0  |  提交时间：2020/07/02
Distribution-Based Global Sensitivity Analysis in Hydrology 期刊论文
WATER RESOURCES RESEARCH, 2019
作者:  Ciriello, Valentina;  Lauriola, Ilaria;  Tartakovsky, Daniel M.
收藏  |  浏览/下载：7/0  |  提交时间：2020/02/16
uncertainty  surrogate model  polynomial chaos  evapotranspiration  
Prediction and Inference of Flow Duration Curves Using Multioutput Neural Networks 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (8) : 6850-6868
作者:  Worland, Scott. C.;  Steinschneider, Scott;  Asquith, William;  Knight, Rodney;  Wieczorek, Michael
收藏  |  浏览/下载：7/0  |  提交时间：2019/11/27
Bayesian Calibration and Sensitivity Analysis for a Karst Aquifer Model Using Active Subspaces 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (8) : 7086-7107
作者:  Parente, Mario Teixeira;  Bittner, Daniel;  Mattis, Steven A.;  Chiogna, Gabriele;  Wohlmuth, Barbara
收藏  |  浏览/下载：4/0  |  提交时间：2019/11/27
Deep Autoregressive Neural Networks for High-Dimensional Inverse Problems in Groundwater Contaminant Source Identification 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (5) : 3856-3881
作者:  Mo, Shaoxing;  Zabaras, Nicholas;  Shi, Xiaoqing;  Wu, Jichun
收藏  |  浏览/下载：10/0  |  提交时间：2019/11/26
Deep Convolutional Encoder-Decoder Networks for Uncertainty Quantification of Dynamic Multiphase Flow in Heterogeneous Media 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (1) : 703-728
作者:  Mo, Shaoxing;  Zhu, Yinhao;  Zabaras, Nicholas;  Shi, Xiaoqing;  Wu, Jichun
收藏  |  浏览/下载：10/0  |  提交时间：2019/04/09
multiphase flow  geological carbon storage  uncertainty quantification  deep neural networks  high dimensionality  response discontinuity