A new seq2seq architecture for hourly runoff prediction using historical rainfall and runoff as input

Rainfall-runoff modeling using LSTM-based multi-state-vector sequence-to-sequence model

(2021) Hanlin Yin et al.   JOURNAL OF HYDROLOGY

Performance Comparison of an LSTM-based Deep Learning Model versus Conventional Machine Learning Algorithms for Streamflow Forecasting

(2021) Maryam Rahimzad et al.   WATER RESOURCES MANAGEMENT

Runoff predictions in ungauged basins using sequence-to-sequence models

(2021) Hanlin Yin et al.   JOURNAL OF HYDROLOGY

Uncovering Flooding Mechanisms Across the Contiguous United States Through Interpretive Deep Learning on Representative Catchments

(2021) Shijie Jiang et al.   WATER RESOURCES RESEARCH

Exploring a Long Short-Term Memory based Encoder-Decoder Framework for Multi-Step-Ahead Flood Forecasting

(2020) I-Feng Kao et al.   JOURNAL OF HYDROLOGY

A Rainfall‐Runoff Model With LSTM‐Based Sequence‐to‐Sequence Learning

(2020) Zhongrun Xiang et al.   WATER RESOURCES RESEARCH

Interpretable spatio-temporal attention LSTM model for flood forecasting

(2020) Yukai Ding et al.   NEUROCOMPUTING

A comprehensive review of deep learning applications in hydrology and water resources

(2020) Muhammed Sit et al.   WATER SCIENCE AND TECHNOLOGY

Distributed long-term hourly streamflow predictions using deep learning – A case study for State of Iowa

(2020) Zhongrun Xiang et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Short-term runoff prediction with GRU and LSTM networks without requiring time step optimization during sample generation

(2020) Shuai Gao et al.   JOURNAL OF HYDROLOGY

Exploring the best sequence LSTM modeling architecture for flood prediction

(2020) Wei Li et al.   NEURAL COMPUTING & APPLICATIONS

Convolutional Neural Networks for forecasting flood process in Internet-of-Things enabled smart city

(2020) Chen Chen et al.   Computer Networks

Deep learning with long short-term memory networks for financial market predictions

(2018) Thomas Fischer et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Deep Learning with a Long Short-Term Memory Networks Approach for Rainfall-Runoff Simulation

(2018) Caihong Hu et al.   Water

Review and comparison of performance indices for automatic model induction

(2017) Jayashree Chadalawada et al.   JOURNAL OF HYDROINFORMATICS