Deep Learning Approach with LSTM for Daily Streamflow Prediction in a Semi-Arid Area: A Case Study of Oum Er-Rbia River Basin, Morocco

Utilization of the Long Short-Term Memory network for predicting streamflow in ungauged basins in Korea

(2022) Jeonghyeon Choi et al.   ECOLOGICAL ENGINEERING

Learning Enhancement Method of Long Short-Term Memory Network and Its Applicability in Hydrological Time Series Prediction

(2022) Jeonghyeon Choi et al.   Water

Comparative Evaluation of Five Hydrological Models in a Large-Scale and Tropical River Basin

(2022) Leandro Ávila et al.   Water

Rainfall and runoff time-series trend analysis using LSTM recurrent neural network and wavelet neural network with satellite-based meteorological data: case study of Nzoia hydrologic basin

(2021) Yashon O. Ouma et al.   Complex & Intelligent Systems

Effect of environmental covariable selection in the hydrological modeling using machine learning models to predict daily streamflow

(2021) Guilherme Barbosa Reis et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Can artificial intelligence and data-driven machine learning models match or even replace process-driven hydrologic models for streamflow simulation?: A case study of four watersheds with different hydro-climatic regions across the CONUS

(2021) Taereem Kim et al.   JOURNAL OF HYDROLOGY

Artificial intelligence modelling integrated with Singular Spectral analysis and Seasonal-Trend decomposition using Loess approaches for streamflow predictions

(2021) Halit Apaydin 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

Prediction of Yangtze River streamflow based on deep learning neural network with El Niño–Southern Oscillation

(2021) Si Ha et al.   Scientific Reports

Comprehensive comparison of artificial neural networks and long short-term memory networks for rainfall-runoff simulation

(2021) Ganquan Mao et al.   PHYSICS AND CHEMISTRY OF THE EARTH

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

Comparison of Long Short Term Memory Networks and the Hydrological Model in Runoff Simulation

(2020) Hongxiang Fan et al.   Water

Comparative Analysis of Recurrent Neural Network Architectures for Reservoir Inflow Forecasting

(2020) Halit Apaydin et al.   Water

Comparison of eight filter-based feature selection methods for monthly streamflow forecasting – Three case studies on CAMELS data sets

(2020) Kun Ren et al.   JOURNAL OF HYDROLOGY

High temporal resolution rainfall–runoff modeling using long-short-term-memory (LSTM) networks

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

Time Series Prediction Method Based on Variant LSTM Recurrent Neural Network

(2020) Jiaojiao Hu et al.   NEURAL PROCESSING LETTERS

Future Runoff Analysis in the Mekong River Basin under a Climate Change Scenario Using Deep Learning

(2020) Daeeop Lee et al.   Water

Snowmelt-Driven Streamflow Prediction Using Machine Learning Techniques (LSTM, NARX, GPR, and SVR)

(2020) Samit Thapa et al.   Water

Employing Machine Learning Algorithms for Streamflow Prediction: A Case Study of Four River Basins with Different Climatic Zones in the United States

(2020) Peiman Parisouj et al.   WATER RESOURCES MANAGEMENT

Sensitivity and Interdependency Analysis of the HBV Conceptual Model Parameters in a Semi-Arid Mountainous Watershed

(2020) Hamza Ouatiki et al.   Water

Simulating runoff under changing climatic conditions: A comparison of the long short-term memory network with two conceptual hydrologic models

(2020) Peng Bai et al.   JOURNAL OF HYDROLOGY

Determination of Deep Learning Model and Optimum Length of Training Data in the River with Large Fluctuations in Flow Rates

(2020) Kidoo Park et al.   Water

Groundwater quality forecasting using machine learning algorithms for irrigation purposes

(2020) Ali El Bilali et al.   AGRICULTURAL WATER MANAGEMENT

Suitability of Satellite-Based Precipitation Products for Water Balance Simulations Using Multiple Observations in a Humid Catchment

(2019) Dan Zhang et al.   Remote Sensing

Trend analysis of rainfall and drought over the Oum Er-Rbia River Basin in Morocco during 1970–2010

(2019) Hamza Ouatiki et al.   Arabian Journal of Geosciences

Investigating the impact of data normalization on classification performance

(2019) Dalwinder Singh et al.   APPLIED SOFT COMPUTING

Memory embedded non-intrusive reduced order modeling of non-ergodic flows

(2019) Shady E. Ahmed et al.   PHYSICS OF FLUIDS

Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning

(2019) Frederik Kratzert et al.   WATER RESOURCES RESEARCH

Spatiotemporal characterization of current and future droughts in the High Atlas basins (Morocco)

(2018) Wiam Zkhiri et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Forecasting Daily Streamflow for Basins with Different Physical Characteristics through Data-Driven Methods

(2018) Sinan Jasim Hadi et al.   WATER RESOURCES MANAGEMENT

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

(2018) Caihong Hu et al.   Water

Improving daily streamflow forecasts in mountainous Upper Euphrates basin by multi-layer perceptron model with satellite snow products

(2016) Gökçen Uysal et al.   JOURNAL OF HYDROLOGY

Spatial and temporal analysis of the drought vulnerability and risks over eight decades in a semi-arid region (Tensift basin: Morocco)

(2016) Fatima Fniguire et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Remote Sensing of Water Resources in Semi-Arid Mediterranean Areas: the joint international laboratory TREMA

(2015) L. Jarlan et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Assessment of daily MODIS snow cover products to monitor snow cover dynamics over the Moroccan Atlas mountain range

(2015) A. Marchane et al.   REMOTE SENSING OF ENVIRONMENT

Advances in ungauged streamflow prediction using artificial neural networks

(2010) Lance E. Besaw et al.   JOURNAL OF HYDROLOGY

Evaluation of the Snowmelt Runoff Model in the Moroccan High Atlas Mountains using two snow-cover estimates

(2009) ABDELGHANI BOUDHAR et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES