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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"

21 / 21 papers shown

Title
Hierarchically Disentangled Recurrent Network for Factorizing System Dynamics of Multi-scale Systems: An application on Hydrological Systems Rahul Ghosh Zac McEachran Arvind Renganathan Kelly Lindsay Somya Sharma M. Steinbach John L. Nieber Christopher J. Duffy Vipin Kumar AI4CE BDL 67 0 0 29 Jul 2024
Toward Routing River Water in Land Surface Models with Recurrent Neural Networks Mauricio Lima Katherine Deck Oliver R. A. Dunbar Tapio Schneider AI4CE 65 1 0 22 Apr 2024
Towards Interpretable Physical-Conceptual Catchment-Scale Hydrological Modeling using the Mass-Conserving-Perceptron Yuan-Heng Wang Hoshin V. Gupta AI4CE 153 3 0 25 Jan 2024
A Mass-Conserving-Perceptron for Machine Learning-Based Modeling of Geoscientific Systems Yuan-Heng Wang Hoshin V. Gupta AI4CE 94 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 143 10 0 08 Oct 2023
Probing the limit of hydrologic predictability with the Transformer network Jiangtao Liu Yuchen Bian Chaopeng Shen AI4TS 49 10 0 21 Jun 2023
Temporal Fusion Transformers for Streamflow Prediction: Value of Combining Attention with Recurrence Sinan Rasiya Koya Tirthankar Roy AI4TS 28 28 0 21 May 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 110 15 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 72 121 0 28 Mar 2022
Earthquake Nowcasting with Deep Learning Geoffrey C. Fox John B. Rundle A. Donnellan Bo Feng AI4Cl AI4CE 60 8 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 37 134 0 04 Nov 2021
Robust Inverse Framework using Knowledge-guided Self-Supervised Learning: An application to Hydrology Rahul Ghosh Arvind Renganathan Kshitij Tayal Xiang Li A. Khandelwal X. Jia C. Duffy J. Neiber Vipin Kumar 113 23 0 14 Sep 2021
Machine Learning for Postprocessing Ensemble Streamflow Forecasts Sanjib Sharma G. Ghimire Ridwan Siddique AI4Cl 53 15 0 15 Jun 2021
Enhancing predictive skills in physically-consistent way: Physics Informed Machine Learning for Hydrological Processes Pravin Bhasme Jenil Vagadiya Udit Bhatia AI4CE 40 67 0 22 Apr 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 120 62 0 12 Jan 2021
The data synergy effects of time-series deep learning models in hydrology K. Fang Daniel Kifer K. Lawson D. Feng Chaopeng Shen AI4CE 127 81 0 06 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 69 112 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 53 38 0 02 Dec 2020
Prediction in ungauged regions with sparse flow duration curves and input-selection ensemble modeling D. Feng K. Lawson Chaopeng Shen AI4TS 48 76 0 26 Nov 2020
From calibration to parameter learning: Harnessing the scaling effects of big data in geoscientific modeling W. Tsai D. Feng M. Pan H. Beck K. Lawson Yuan Yang Jiangtao Liu Chaopeng Shen AI4CE 133 189 0 30 Jul 2020
Data-driven geophysics: from dictionary learning to deep learning Siwei Yu Jianwei Ma AI4CE 66 8 0 13 Jul 2020