A Comprehensive Review of Deep Learning Applications in Hydrology and
Water Resources

A Comprehensive Review of Deep Learning Applications in Hydrology and Water Resources

17 June 2020

Papers citing "A Comprehensive Review of Deep Learning Applications in Hydrology and Water Resources"

18 / 18 papers shown

Title
Intelligent Condition Monitoring of Industrial Plants: An Overview of Methodologies and Uncertainty Management Strategies Maryam Ahang Todd Charter Oluwaseyi Ogunfowora Maziyar Khadivi Mostafa Abbasi Homayoun Najjaran AI4CE 53 2 0 03 Jan 2024
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
Deep Learning Hydrodynamic Forecasting for Flooded Region Assessment in Near-Real-Time (DL Hydro-FRAN) Francisco Haces-Garcia N. Maslennikova Craig Glennie Hanadi Rifai Vedhus Hoskere Nima Ekhtari AI4CE 18 0 0 20 May 2023
A Neural Emulator for Uncertainty Estimation of Fire Propagation Andrew Bolt Conrad Sanderson J. Dabrowski C. Huston Petra Kuhnert 32 3 0 10 May 2023
EfficientTempNet: Temporal Super-Resolution of Radar Rainfall B. Demiray M. Sit Ibrahim Demir 26 4 0 09 Mar 2023
A Spatio-Temporal Neural Network Forecasting Approach for Emulation of Firefront Models Andrew Bolt C. Huston Petra Kuhnert J. Dabrowski J. Hilton Conrad Sanderson AI4TS 36 11 0 17 Jun 2022
Investigating the fidelity of explainable artificial intelligence methods for applications of convolutional neural networks in geoscience Antonios Mamalakis E. Barnes I. Ebert‐Uphoff 31 73 0 07 Feb 2022
Earthquake Nowcasting with Deep Learning Geoffrey C. Fox John B. Rundle A. Donnellan Bo Feng AI4Cl AI4CE 35 6 0 18 Dec 2021
Variational encoder geostatistical analysis (VEGAS) with an application to large scale riverine bathymetry M. Forghani Yizhou Qian Jonghyun Lee Matthew W. Farthing T. Hesser P. Kitanidis Eric F. Darve 27 8 0 23 Nov 2021
DEM Super-Resolution with EfficientNetV2 B. Demiray M. Sit Ibrahim Demir 51 20 0 20 Sep 2021
TempNet -- Temporal Super Resolution of Radar Rainfall Products with Residual CNNs M. Sit B. Seo Ibrahim Demir 28 9 0 20 Sep 2021
Opportunistic Emulation of Computationally Expensive Simulations via Deep Learning Conrad Sanderson D. Pagendam B. Power Frederick Bennett Ross Darnell 24 2 0 25 Aug 2021
IowaRain: A Statewide Rain Event Dataset Based on Weather Radars and Quantitative Precipitation Estimation M. Sit B. Seo Ibrahim Demir 21 27 0 07 Jul 2021
Neural Network Attribution Methods for Problems in Geoscience: A Novel Synthetic Benchmark Dataset Antonios Mamalakis I. Ebert‐Uphoff E. Barnes OOD 30 75 0 18 Mar 2021
Theory-guided hard constraint projection (HCP): a knowledge-based data-driven scientific machine learning method Yuntian Chen Dou Huang Dongxiao Zhang Junsheng Zeng Nanzhe Wang Haoran Zhang Jinyue Yan PINN 42 107 0 11 Dec 2020
Application of deep learning to large scale riverine flow velocity estimation M. Forghani Yizhou Qian Jonghyun Lee Matthew W. Farthing T. Hesser P. Kitanidis Eric F. Darve 16 21 0 04 Dec 2020
Realistic River Image Synthesis using Deep Generative Adversarial Networks A. Gautam M. Sit Ibrahim Demir AI4CE GAN 19 49 0 14 Feb 2020
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 451 15,652 0 02 Nov 2015