Improving Short-range Reservoir Inflow Forecasts with Machine Learning Model Combination

Large-sample study of uncertainty of hydrological model components over North America

(2022) Magali Troin et al.   JOURNAL OF HYDROLOGY

Improving Daily and Monthly River Discharge Forecasts using Geostatistical Ensemble Modeling

(2022) Farshid Rezaei et al.   WATER RESOURCES MANAGEMENT

Multi-Step-Ahead Monthly Streamflow Forecasting Using Convolutional Neural Networks

(2022) Xingsheng Shu et al.   WATER RESOURCES MANAGEMENT

An Ensemble Modeling Approach to Forecast Daily Reservoir Inflow Using Bidirectional Long- and Short-Term Memory (Bi-LSTM), Variational Mode Decomposition (VMD), and Energy Entropy Method

(2021) Fugang LI et al.   WATER RESOURCES MANAGEMENT

A Novel Hybrid Decompose-Ensemble Strategy with a VMD-BPNN Approach for Daily Streamflow Estimating

(2021) Hui Hu et al.   WATER RESOURCES MANAGEMENT

Long‐range reservoir inflow forecasts using large‐scale climate predictors

(2020) Amir M. Moradi et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY

River Flow Prediction Using Dynamic Method for Selecting and Prioritizing K-Nearest Neighbors Based on Data Features

(2020) Ehsan Ebrahimi et al.   JOURNAL OF HYDROLOGIC ENGINEERING

Streamflow forecasting using extreme gradient boosting model coupled with Gaussian mixture model

(2020) Lingling Ni et al.   JOURNAL OF HYDROLOGY

Annual and Monthly Dam Inflow Prediction Using Bayesian Networks

(2020) Parisa Noorbeh et al.   WATER RESOURCES MANAGEMENT

Uncertainty Quantification in Water Resource Systems Modeling: Case Studies from India

(2020) Shaik Rehana et al.   Water

Estimating annual runoff in response to forest change: A statistical method based on random forest

(2020) Ming Li et al.   JOURNAL OF HYDROLOGY

Implications of uncertainty in inflow forecasting on reservoir operation for irrigation

(2020) K. S. Kasiviswanathan et al.   Paddy and Water Environment

Development and Evaluation of the Combined Machine Learning Models for the Prediction of Dam Inflow

(2020) Jiyeong Hong et al.   Water

A hybrid of Random Forest and Deep Auto-Encoder with support vector regression methods for accuracy improvement and uncertainty reduction of long-term streamflow prediction

(2020) Mahdi Abbasi et al.   JOURNAL OF HYDROLOGY

The Use of Large-Scale Climate Indices in Monthly Reservoir Inflow Forecasting and Its Application on Time Series and Artificial Intelligence Models

(2019) Taereem Kim et al.   Water

A Comparative Study of MLR, KNN, ANN and ANFIS Models with Wavelet Transform in Monthly Stream Flow Prediction

(2019) Ahmad Khazaee Poul et al.   WATER RESOURCES MANAGEMENT

Adaptive forecast-based real-time optimal reservoir operations: application to lake Urmia

(2019) Keyhan Gavahi et al.   JOURNAL OF HYDROINFORMATICS

A Nonlinear Dynamical Systems‐Based Modeling Approach for Stochastic Simulation of Streamflow and Understanding Predictability

(2019) Balaji Rajagopalan et al.   WATER RESOURCES RESEARCH

A Decomposition-Ensemble Learning Model Based on LSTM Neural Network for Daily Reservoir Inflow Forecasting

(2019) Yutao Qi et al.   WATER RESOURCES MANAGEMENT

Dynamic Streamflow Simulation via Online Gradient-Boosted Regression Tree

(2019) Heng Zhang et al.   JOURNAL OF HYDROLOGIC ENGINEERING

Identification of Hydrological Models for Enhanced Ensemble Reservoir Inflow Forecasting in a Large Complex Prairie Watershed

(2019) Awol et al.   Water

Real-time reservoir operation using recurrent neural networks and inflow forecast from a distributed hydrological model

(2019) Shuyu Yang et al.   JOURNAL OF HYDROLOGY

Reservoir Inflow Prediction by Ensembling Wavelet and Bootstrap Techniques to Multiple Linear Regression Model

(2019) Adnan Bashir et al.   WATER RESOURCES MANAGEMENT

Assessing the predictability of MLR models for long-term streamflow using lagged climate indices as predictors: A case study of NSW (Australia)

(2018) Rijwana I. Esha et al.   HYDROLOGY RESEARCH

Modular optimized data assimilation and support vector machine for hydrologic modeling

(2018) M. Mehrparvar et al.   JOURNAL OF HYDROINFORMATICS

Assessing the predictability of MLR models for long-term streamflow using lagged climate indices as predictors: A case study of NSW (Australia)

(2018) Rijwana I. Esha et al.   Hydrology Research

Modeling and simulating of reservoir operation using the artificial neural network, support vector regression, deep learning algorithm

(2018) Di Zhang et al.   JOURNAL OF HYDROLOGY

Multiscale Characterization and Prediction of Reservoir Inflows Using MEMD-SLR Coupled Approach

(2018) S. Adarsh et al.   JOURNAL OF HYDROLOGIC ENGINEERING

Long-term streamflow forecasting using SWAT through the integration of the random forests precipitation generator: case study of Danjiangkou Reservoir

(2017) Zhongmin Liang et al.   HYDROLOGY RESEARCH

Developing reservoir monthly inflow forecasts using artificial intelligence and climate phenomenon information

(2017) Tiantian Yang et al.   WATER RESOURCES RESEARCH

Long-term streamflow forecasting using SWAT through the integration of the random forests precipitation generator: case study of Danjiangkou Reservoir

(2017) Zhongmin Liang et al.   Hydrology Research

Facets of uncertainty: epistemic uncertainty, non-stationarity, likelihood, hypothesis testing, and communication

(2016) Keith Beven   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Hydrologic regionalization using wavelet-based multiscale entropy method

(2016) A. Agarwal et al.   JOURNAL OF HYDROLOGY

Wavelet-based time series bootstrap model for multidecadal streamflow simulation using climate indicators

(2016) Solomon Tassew Erkyihun et al.   WATER RESOURCES RESEARCH

Simulating California reservoir operation using the classification and regression-tree algorithm combined with a shuffled cross-validation scheme

(2016) Tiantian Yang et al.   WATER RESOURCES RESEARCH

A comparative analysis of 9 multi-model averaging approaches in hydrological continuous streamflow simulation

(2015) Richard Arsenault et al.   JOURNAL OF HYDROLOGY

A comparison of Artificial Neural Networks (ANN) and Local Linear Regression (LLR) techniques for predicting monthly reservoir levels

(2015) Muhammad Ali Shamim et al.   KSCE Journal of Civil Engineering

Heuristic Methods for Reservoir Monthly Inflow Forecasting: A Case Study of Xinfengjiang Reservoir in Pearl River, China

(2015) Chun-Tian Cheng et al.   Water

Biases of April 1 snow water equivalent records in the Sierra Nevada and their associations with large-scale climate indices

(2014) E. L. Montoya et al.   GEOPHYSICAL RESEARCH LETTERS

Basin Scale Water Resources Systems Modeling Under Cascading Uncertainties

(2014) S. Rehana et al.   WATER RESOURCES MANAGEMENT

Spatial prediction of flood susceptible areas using rule based decision tree (DT) and a novel ensemble bivariate and multivariate statistical models in GIS

(2013) Mahyat Shafapour Tehrany et al.   JOURNAL OF HYDROLOGY

Application of artificial neural network, fuzzy logic and decision tree algorithms for modelling of streamflow at Kasol in India

(2013) A. R. Senthil kumar et al.   WATER SCIENCE AND TECHNOLOGY

Using large-scale climatic patterns for improving long lead time streamflow forecasts for Gunnison and San Juan River Basins

(2012) Ajay Kalra et al.   HYDROLOGICAL PROCESSES