Hybrid Data-Driven Models for Hydrological Simulation and Projection on the Catchment Scale

A stochastic conceptual-data-driven approach for improved hydrological simulations

(2022) John M. Quilty et al.   ENVIRONMENTAL MODELLING & SOFTWARE

A simple machine learning approach to model real-time streamflow using satellite inputs: Demonstration in a data scarce catchment

(2021) Ashish Kumar et al.   JOURNAL OF HYDROLOGY

A novel ensemble-based conceptual-data-driven approach for improved streamflow simulations

(2021) Anna E. Sikorska-Senoner et al.   ENVIRONMENTAL MODELLING & SOFTWARE

A comprehensive framework for HSPF hydrological parameter sensitivity, optimization and uncertainty evaluation based on SVM surrogate model- A case study in Qinglong River watershed, China

(2021) Liu Xingpo et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Improving streamflow simulation by combining hydrological process-driven and artificial intelligence-based models

(2021) Babak Mohammadi et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

Prediction of long-term inter-seasonal variations of streamflow and sediment load by state-space model in the Loess Plateau of China

(2021) Guangyao Gao et al.   JOURNAL OF HYDROLOGY

Deep learning hybrid model with Boruta-Random forest optimiser algorithm for streamflow forecasting with climate mode indices, rainfall, and periodicity

(2021) A.A. Masrur Ahmed et al.   JOURNAL OF HYDROLOGY

A Comparison of In-Sample and Out-of-Sample Model Selection Approaches for Artificial Neural Network (ANN) Daily Streamflow Simulation

(2021) Xiaohan Mei et al.   Water

Modeling of stage-discharge using back propagation ANN-, ANFIS-, and WANN-based computing techniques

(2021) Ravi Shukla et al.   THEORETICAL AND APPLIED CLIMATOLOGY

A review on the applications of machine learning for runoff modeling

(2021) Babak Mohammadi   Sustainable Water Resources Management

Long short-term memory for predicting daily suspended sediment concentration

(2020) Keivan Kaveh et al.   ENGINEERING WITH COMPUTERS

Assessment of Sediment Load Concentration Using SVM, SVM-FFA and PSR-SVM-FFA in Arid Watershed, India: A Case Study

(2020) Sandeep Samantaray et al.   KSCE Journal of Civil Engineering

Hydrological drought assessment through streamflow forecasting using wavelet enabled artificial neural networks

(2020) J. Drisya et al.   ENVIRONMENT DEVELOPMENT AND SUSTAINABILITY

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

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

A comprehensive, multisource database for hydrometeorological modeling of 14,425 North American watersheds

(2020) Richard Arsenault et al.   Scientific Data

Implementation of hybrid particle swarm optimization-differential evolution algorithms coupled with multi-layer perceptron for suspended sediment load estimation

(2020) Babak Mohammadi et al.   CATENA

Applicability of ε-Support Vector Machine and Artificial Neural Network for Flood Forecasting in Humid, Semi-Humid and Semi-Arid Basins in China

(2019) Thabo Michael Bafitlhile et al.   Water

Emotional artificial neural networks (EANNs) for multi-step ahead prediction of monthly precipitation; case study: northern Cyprus

(2019) Vahid Nourani et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Downscaling GRACE TWSA Data into High-Resolution Groundwater Level Anomaly Using Machine Learning-Based Models in a Glacial Aquifer System

(2019) Wondwosen Seyoum et al.   Remote Sensing

Analysis of the use of discrete wavelet transforms coupled with ANN for short-term streamflow forecasting

(2019) Paula Karenina de Macedo Machado Freire et al.   APPLIED SOFT COMPUTING

Flash Flood Forecasting Using Support Vector Regression Model in a Small Mountainous Catchment

(2019) Jian Wu et al.   Water

A new intelligent method for monthly streamflow prediction: hybrid wavelet support vector regression based on grey wolf optimizer (WSVR–GWO)

(2019) Yazid Tikhamarine et al.   Arabian Journal of Geosciences

Comparative assessment of the flash-flood potential within small mountain catchments using bivariate statistics and their novel hybrid integration with machine learning models

(2019) Romulus Costache et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Hybrid Hydrological Data-Driven Approach for Daily Streamflow Forecasting

(2019) Maysara Ghaith et al.   JOURNAL OF HYDROLOGIC ENGINEERING

Time series forecasting of river flow using an integrated approach of wavelet multi-resolution analysis and evolutionary data-driven models. A case study: Sebaou River (Algeria)

(2018) Mousaab Zakhrouf et al.   PHYSICAL GEOGRAPHY

Emotional ANN (EANN) and Wavelet-ANN (WANN) Approaches for Markovian and Seasonal Based Modeling of Rainfall-Runoff Process

(2018) Elnaz Sharghi et al.   WATER RESOURCES MANAGEMENT

Detection of Sediment Trends Using Wavelet Transforms in the Upper Indus River

(2018) Zeeshan Tarar et al.   Water

A robust method for non-stationary streamflow prediction based on improved EMD-SVM model

(2018) Erhao Meng et al.   JOURNAL OF HYDROLOGY

Complementary data-intelligence model for river flow simulation

(2018) Zaher Mundher Yaseen et al.   JOURNAL OF HYDROLOGY

A framework to establish credibility of computational models in biology

(2017) Eann A. Patterson et al.   PROGRESS IN BIOPHYSICS & MOLECULAR BIOLOGY

China's water security: Current status, emerging challenges and future prospects

(2015) Yong Jiang   ENVIRONMENTAL SCIENCE & POLICY

Multi-step streamflow forecasting using data-driven non-linear methods in contrasting climate regimes

(2015) Daniel J. Karran et al.   JOURNAL OF HYDROINFORMATICS

Characterizing geomorphological change to support sustainable river restoration and management

(2014) Robert C. Grabowski et al.   Wiley Interdisciplinary Reviews-Water

Investigation of the estrogenic risk to feral male brown trout (Salmo trutta) in the Shannon International River Basin District of Ireland

(2010) Miriam A. Kelly et al.   ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY