Enhancing streamflow forecast and extracting insights using long-short
term memory networks with data integration at continental scales

Enhancing streamflow forecast and extracting insights using long-short term memory networks with data integration at continental scales

18 December 2019

Papers citing "Enhancing streamflow forecast and extracting insights using long-short term memory networks with data integration at continental scales"

11 / 11 papers shown

Title
Toward Routing River Water in Land Surface Models with Recurrent Neural Networks Mauricio Lima Katherine Deck Oliver R. A. Dunbar Tapio Schneider AI4CE 28 1 0 22 Apr 2024
A Mass-Conserving-Perceptron for Machine Learning-Based Modeling of Geoscientific Systems Yuan-Heng Wang Hoshin V. Gupta AI4CE 43 6 0 12 Oct 2023
Physics-aware Machine Learning Revolutionizes Scientific Paradigm for Machine Learning and Process-based Hydrology Qingsong Xu Yilei Shi Jonathan Bamber Ye Tuo Ralf Ludwig Xiao Xiang Zhu AI4CE 37 10 0 08 Oct 2023
Differentiable modeling to unify machine learning and physical models and advance Geosciences Chaopeng Shen A. Appling Pierre Gentine Toshiyuki Bandai H. Gupta ... Chris Rackauckas Tirthankar Roy Chonggang Xu Binayak Mohanty K. Lawson AI4CE 49 14 0 10 Jan 2023
Differentiable, learnable, regionalized process-based models with physical outputs can approach state-of-the-art hydrologic prediction accuracy D. Feng Jiangtao Liu K. Lawson Chaopeng Shen BDL AI4CE 18 118 0 28 Mar 2022
Earthquake Nowcasting with Deep Learning Geoffrey C. Fox John B. Rundle A. Donnellan Bo Feng AI4Cl AI4CE 40 6 0 18 Dec 2021
Flood forecasting with machine learning models in an operational framework Sella Nevo E. Morin Adi Gerzi Rosenthal Asher Metzger Chen Barshai ... Yuval Levin Zach Moshe Z. Ben-Haim Avinatan Hassidim Yossi Matias AI4CE 21 117 0 04 Nov 2021
Machine Learning for Postprocessing Ensemble Streamflow Forecasts Sanjib Sharma G. Ghimire Ridwan Siddique AI4Cl 18 13 0 15 Jun 2021
Continental-scale streamflow modeling of basins with reservoirs: towards a coherent deep-learning-based strategy Wenyu Ouyang K. Lawson D. Feng L. Ye Chi Zhang Chaopeng Shen AI4TS AI4CE 66 60 0 12 Jan 2021
Uncertainty Estimation with Deep Learning for Rainfall-Runoff Modelling D. Klotz Frederik Kratzert M. Gauch A. Sampson Günter Klambauer Sepp Hochreiter G. Nearing BDL UQCV 18 106 0 15 Dec 2020
Physics Guided Machine Learning Methods for Hydrology A. Khandelwal Shaoming Xu Xiang Li X. Jia M. Steinbach C. Duffy John L. Nieber Vipin Kumar AI4CE 6 38 0 02 Dec 2020