Multi-station runoff-sediment modeling using seasonal LSTM models

Artificial intelligence based ensemble modeling of wastewater treatment plant using jittered data

(2021) Vahid Nourani et al.   JOURNAL OF CLEANER PRODUCTION

Long short-term memory for predicting daily suspended sediment concentration

(2020) Keivan Kaveh et al.   ENGINEERING WITH COMPUTERS

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

(2020) Hongxiang Fan et al.   Water

Effect of Seasonality on the Quantiles Estimation of Maximum Floodwater Levels in a Reservoir and Maximum Outflows

(2020) José Ángel Aranda et al.   Water

A spatiotemporal deep fusion model for merging satellite and gauge precipitation in China

(2020) Hongcai Wu et al.   JOURNAL OF HYDROLOGY

Flood Prediction and Uncertainty Estimation Using Deep Learning

(2020) Vinayaka Gude et al.   Water

On the complexities of sediment load modeling using integrative machine learning: Application of the great river of Loíza in Puerto Rico

(2020) Mohammad Zounemat-Kermani et al.   JOURNAL OF HYDROLOGY

Calculation of Suspended Sediment Concentration Based on Deep Learning and OBS Turbidity

(2020) Jianyun Ying et al.   JOURNAL OF COASTAL RESEARCH

The importance of short lag-time in the runoff forecasting model based on long short-term memory

(2020) Xi Chen et al.   JOURNAL OF HYDROLOGY

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

Predicting flood susceptibility using LSTM neural networks

(2020) Zhice Fang et al.   JOURNAL OF HYDROLOGY

Reconstruction of missing groundwater level data by using Long Short-Term Memory (LSTM) deep neural network

(2020) M.T. Vu et al.   JOURNAL OF HYDROLOGY

A Wavelet Based Data Mining Technique for Suspended Sediment Load Modeling

(2019) Vahid Nourani et al.   WATER RESOURCES MANAGEMENT

Seasonality in river export of nitrogen: A modelling approach for the Yangtze River

(2019) Xuanjing Chen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Pros and cons of using wavelets in conjunction with genetic programming and generalised linear models in statistical downscaling of precipitation

(2019) D. A. Sachindra et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Urban rail transit passenger flow forecast based on LSTM with enhanced long-term features

(2019) Dan Yang et al.   IET Intelligent Transport Systems

Application of Long Short-Term Memory (LSTM) Neural Network for Flood Forecasting

(2019) Le et al.   Water

Data pre-post processing methods in AI-based modeling of seepage through earthen dams

(2019) Elnaz Sharghi et al.   MEASUREMENT

Developing a Long Short-Term Memory (LSTM) based model for predicting water table depth in agricultural areas

(2018) Jianfeng Zhang et al.   JOURNAL OF HYDROLOGY

Addressing the incorrect usage of wavelet-based hydrological and water resources forecasting models for real-world applications with best practices and a new forecasting framework

(2018) John Quilty et al.   JOURNAL OF HYDROLOGY

A trans-disciplinary review of deep learning research and its relevance for water resources scientists

(2018) Chaopeng Shen   WATER RESOURCES RESEARCH

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

(2018) Caihong Hu et al.   Water

An Emotional ANN (EANN) approach to modeling rainfall-runoff process

(2017) Vahid Nourani   JOURNAL OF HYDROLOGY

An Estimation of the Suspended Sediment Load Using Adaptive Network Based Fuzzy Inference System, Support Vector Machine and Artificial Neural Network Models

(2017) Meral Buyukyildiz et al.   WATER RESOURCES MANAGEMENT

Impact of Normalization and Input on ARMAX-ANN Model Performance in Suspended Sediment Load Prediction

(2017) Hamid Moeeni et al.   WATER RESOURCES MANAGEMENT

Daily and monthly suspended sediment load predictions using wavelet based artificial intelligence approaches

(2015) Vahid Nourani et al.   Journal of Mountain Science

Deep learning

(2015) Yann LeCun et al.   NATURE

Evaluation of a Two-Stage SVM and Spatial Statistics Methods for Modeling Monthly River Suspended Sediment Load

(2015) Vahid Nourani et al.   WATER RESOURCES MANAGEMENT

Factors influencing export of dissolved inorganic nitrogen by major rivers: A new, seasonal, spatially explicit, global model

(2014) Michelle L. McCrackin et al.   GLOBAL BIOGEOCHEMICAL CYCLES

Applications of hybrid wavelet–Artificial Intelligence models in hydrology: A review

(2014) Vahid Nourani et al.   JOURNAL OF HYDROLOGY

ANFIS-based approach for predicting sediment transport in clean sewer

(2011) H. Md. Azamathulla et al.   APPLIED SOFT COMPUTING

Improving the performance of data-driven techniques through data pre-processing for modelling daily reservoir inflow

(2011) V. Jothiprakash et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Daily suspended sediment concentration simulation using ANN and neuro-fuzzy models

(2009) Taher Rajaee et al.   SCIENCE OF THE TOTAL ENVIRONMENT