Enhanced variational mode decomposition with deep learning SVM kernels for river streamflow forecasting

An enhanced monthly runoff time series prediction using extreme learning machine optimized by salp swarm algorithm based on time varying filtering based empirical mode decomposition

(2023) Wen-chuan Wang et al.   JOURNAL OF HYDROLOGY

Investigation of Meta-heuristics Algorithms in ANN Streamflow Forecasting

(2023) Yaxing Wei et al.   KSCE Journal of Civil Engineering

Appraisal of data-driven techniques for predicting short-term streamflow in tropical catchment

(2023) Kai Lun Yeoh et al.   WATER SCIENCE AND TECHNOLOGY

An enhanced monthly runoff forecasting using least squares support vector machine based on Harris hawks optimization and secondary decomposition

(2023) Dong-mei Xu et al.   Earth Science Informatics

Streamflow forecasting for the Hunza river basin using ANN, RNN, and ANFIS models

(2023) Mehran Khan et al.   Water Practice and Technology

Optimization of crop cultivation area using Grasshopper algorithm with virtual water perspectives

(2023) Omolbani Mohammadrezapour et al.   Sustainable Water Resources Management

Comparison of data-driven techniques for daily streamflow forecasting

(2023) P. de Bourgoing et al.   International Journal of Environmental Science and Technology

Enhancing Season-Ahead Streamflow Forecasts with GCMs, Climate Indices, and Their Interactions

(2023) Guang Yang et al.   JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT

Streamflow forecasting method with a hybrid physical process-mathematical statistic

(2023) Sen Wang et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

A Comparative Study on Forecasting of Long-term Daily Streamflow using ANN, ANFIS, BiLSTM and CNN-GRU-LSTM

(2023) Sajjad M. Vatanchi et al.   WATER RESOURCES MANAGEMENT

Monthly Runoff Forecasting Using Variational Mode Decomposition Coupled with Gray Wolf Optimizer-Based Long Short-term Memory Neural Networks

(2022) Bao-Jian Li et al.   WATER RESOURCES MANAGEMENT

Hybrids of machine learning techniques and wavelet regression for estimation of daily solar radiation

(2022) Sahar Mohsenzadeh Karimi et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Machine learning for postprocessing ensemble streamflow forecasts

(2022) Sanjib Sharma et al.   JOURNAL OF HYDROINFORMATICS

Bootstrapped ensemble and reliability ensemble averaging approaches for integrated uncertainty analysis of streamflow projections

(2022) Hadi Galavi et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Performance enhancement of SVM model using discrete wavelet transform for daily streamflow forecasting

(2021) Shruti Kambalimath S et al.   Environmental Earth Sciences

Hydrologic Regionalization under Data Scarcity: Implications for Streamflow Prediction

(2021) Jeeban Panthi et al.   JOURNAL OF HYDROLOGIC ENGINEERING

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

A Bayesian Hierarchical Network Model for Daily Streamflow Ensemble Forecasting

(2021) Álvaro Ossandón et al.   WATER RESOURCES RESEARCH

Examining the Applicability of Wavelet Packet Decomposition on Different Forecasting Models in Annual Rainfall Prediction

(2021) Hua Wang et al.   Water

Streamflow Prediction Based on Artificial Intelligence Techniques

(2021) Sarita Gajbhiye Meshram et al.   Iranian Journal of Science and Technology-Transactions of Civil Engineering

A multivariate streamflow forecasting model by integrating improved complete ensemble empirical mode decomposition with additive noise, sample entropy, Gini index and sequence-to-sequence approaches

(2021) Halit Apaydin et al.   JOURNAL OF HYDROLOGY

A weights combined model for middle and long-term streamflow forecasts and its value to hydropower maximization

(2021) Yuxue Guo et al.   JOURNAL OF HYDROLOGY

A novel attention-based LSTM cell post-processor coupled with bayesian optimization for streamflow prediction

(2021) Babak Alizadeh et al.   JOURNAL OF HYDROLOGY

Dynamic long-term streamflow probabilistic forecasting model for a multisite system considering real-time forecast updating through spatio-temporal dependent error correction

(2021) Ran Mo et al.   JOURNAL OF HYDROLOGY

Enhancing robustness of monthly streamflow forecasting model using gated recurrent unit based on improved grey wolf optimizer

(2021) Xuehua Zhao et al.   JOURNAL OF HYDROLOGY

A hybrid deep learning algorithm and its application to streamflow prediction

(2021) Yongen Lin et al.   JOURNAL OF HYDROLOGY

Improving streamflow prediction using a new hybrid ELM model combined with hybrid particle swarm optimization and grey wolf optimization

(2021) Rana Muhammad Adnan et al.   KNOWLEDGE-BASED SYSTEMS

A Novel Stacked Long Short-Term Memory Approach of Deep Learning for Streamflow Simulation

(2021) Majid Mirzaei et al.   Sustainability

A review of the hybrid artificial intelligence and optimization modelling of hydrological streamflow forecasting

(2021) Karim Sherif Mostafa Hassan Ibrahim et al.   Alexandria Engineering Journal

Analyzing Uncertainty Drivers of Climate Change Impact Studies in Tropical and Arid Climates

(2020) Hadi Galavi et al.   WATER RESOURCES MANAGEMENT

Deep support vector machine for hyperspectral image classification

(2020) Onuwa Okwuashi et al.   PATTERN RECOGNITION

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

An improved grey wolf optimizer for solving engineering problems

(2020) Mohammad H. Nadimi-Shahraki et al.   EXPERT SYSTEMS WITH APPLICATIONS

Monthly streamflow forecasting using neuro-wavelet techniques and input analysis

(2019) André Gustavo da Silva Melo Honorato et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Short-Term Streamflow Forecasting Using the Feature-Enhanced Regression Model

(2019) Yun Bai et al.   WATER RESOURCES MANAGEMENT

Univariate streamflow forecasting using commonly used data-driven models: literature review and case study

(2018) Zhenghao Zhang et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Flood Prediction Using Machine Learning Models: Literature Review

(2018) Amir Mosavi et al.   Water

Grey wolf optimizer: a review of recent variants and applications

(2017) Hossam Faris et al.   NEURAL COMPUTING & APPLICATIONS

Multi-objective grey wolf optimizer: A novel algorithm for multi-criterion optimization

(2016) Seyedali Mirjalili et al.   EXPERT SYSTEMS WITH APPLICATIONS

Optimized River Stream-Flow Forecasting Model Utilizing High-Order Response Surface Method

(2016) Behrooz Keshtegar et al.   WATER RESOURCES MANAGEMENT

How effective is the Grey Wolf optimizer in training multi-layer perceptrons

(2015) Seyedali Mirjalili   APPLIED INTELLIGENCE

ANN-based interval forecasting of streamflow discharges using the LUBE method and MOFIPS

(2015) Riccardo Taormina et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Performance comparison of Adoptive Neuro Fuzzy Inference System (ANFIS) with Loading Simulation Program C++ (LSPC) model for streamflow simulation in El Niño Southern Oscillation (ENSO)-affected watershed

(2015) Suresh Sharma et al.   EXPERT SYSTEMS WITH APPLICATIONS

Artificial intelligence based models for stream-flow forecasting: 2000–2015

(2015) Zaher Mundher Yaseen et al.   JOURNAL OF HYDROLOGY

Grey Wolf Optimizer

(2014) Seyedali Mirjalili et al.   ADVANCES IN ENGINEERING SOFTWARE

Variational Mode Decomposition

(2014) Konstantin Dragomiretskiy et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Systematic uncertainty reduction strategies for developing streamflow forecasts utilizing multiple climate models and hydrologic models

(2014) Harminder Singh et al.   WATER RESOURCES RESEARCH

Performance of radial basis and LM-feed forward artificial neural networks for predicting daily watershed runoff

(2013) Mohammad Zounemat-kermani et al.   APPLIED SOFT COMPUTING

Klang River-level forecasting using ARIMA and ANFIS models

(2013) Hadi Galavi et al.   JOURNAL AMERICAN WATER WORKS ASSOCIATION

A comparative study of artificial neural network, adaptive neuro fuzzy inference system and support vector machine for forecasting river flow in the semiarid mountain region

(2013) Zhibin He et al.   JOURNAL OF HYDROLOGY

Using Paleo Reconstructions to Improve Streamflow Forecast Lead Time in the Western United States

(2013) Christopher Carrier et al.   JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION

A fuzzy-autoregressive model of daily river flows

(2012) Roberto Greco   COMPUTERS & GEOSCIENCES

Efficient Classification for Additive Kernel SVMs

(2012) Subhransu Maji et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Streamflow forecasting by SVM with quantum behaved particle swarm optimization

(2012) Sudheer Ch et al.   NEUROCOMPUTING

River Flow Estimation and Forecasting by Using Two Different Adaptive Neuro-Fuzzy Approaches

(2012) Hadi Sanikhani et al.   WATER RESOURCES MANAGEMENT

Assessment of input variables determination on the SVM model performance using PCA, Gamma test, and forward selection techniques for monthly stream flow prediction

(2011) R. Noori et al.   JOURNAL OF HYDROLOGY

A Review of Quantitative Precipitation Forecasts and Their Use in Short- to Medium-Range Streamflow Forecasting

(2011) Lan Cuo et al.   JOURNAL OF HYDROMETEOROLOGY

Mayfly and Stonefly Distribution in the Mainstem Cahaba River, Alabama

(2011) Patrick H. Graves et al.   SOUTHEASTERN NATURALIST

Comparing Sigmoid Transfer Functions for Neural Network Multistep Ahead Streamflow Forecasting

(2010) H. Yonaba et al.   JOURNAL OF HYDROLOGIC ENGINEERING

Application of radial basis function neural networks to short-term streamflow forecasting

(2010) Paulo A. Kagoda et al.   PHYSICS AND CHEMISTRY OF THE EARTH

Comparison of fuzzy inference systems for streamflow prediction

(2009) MEHMET ÖZGER   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Application of neural network and adaptive neuro-fuzzy inference systems for river flow prediction

(2009) NIRANJAN PRAMANIK et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Linear genetic programming for time-series modelling of daily flow rate

(2009) Aytac Guven   Journal of Earth System Science

A Streamflow Forecasting Framework using Multiple Climate and Hydrological Models

(2009) Paul J. Block et al.   JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION

A fuzzy inference system for modelling streamflow: Case of Letaba River, South Africa

(2009) Zacharia Katambara et al.   PHYSICS AND CHEMISTRY OF THE EARTH

Generalization performance of support vector machines and neural networks in runoff modeling

(2008) Mohsen Behzad et al.   EXPERT SYSTEMS WITH APPLICATIONS

Comparison of artificial neural network models for hydrologic predictions at multiple gauging stations in an agricultural watershed

(2008) E. Mutlu et al.   HYDROLOGICAL PROCESSES