Non-tuned machine learning approach for hydrological time series forecasting

An extreme learning machine model for the simulation of monthly mean streamflow water level in eastern Queensland

(2016) Ravinesh C Deo et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Integration of Volterra model with artificial neural networks for rainfall-runoff simulation in forested catchment of northern Iran

(2016) Mahsa H. Kashani et al.   JOURNAL OF HYDROLOGY

Stream-flow forecasting using extreme learning machines: A case study in a semi-arid region in Iraq

(2016) Zaher Mundher Yaseen et al.   JOURNAL OF HYDROLOGY

Forecasting daily streamflow using online sequential extreme learning machines

(2016) Aranildo R. Lima et al.   JOURNAL OF HYDROLOGY

RBFNN-based model for heavy metal prediction for different climatic and pollution conditions

(2016) Adnan Elzwayie et al.   NEURAL COMPUTING & APPLICATIONS

Enhancing Long-Term Streamflow Forecasting and Predicting using Periodicity Data Component: Application of Artificial Intelligence

(2016) Zaher Mundher Yaseen et al.   WATER RESOURCES MANAGEMENT

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

Fusion of Extreme Learning Machine and Graph-Based Optimization Methods for Active Classification of Remote Sensing Images

(2015) Mohamed A. Bencherif et al.   IEEE Geoscience and Remote Sensing Letters

Extreme Learning Machines: A new approach for prediction of reference evapotranspiration

(2015) Shafika Sultan Abdullah et al.   JOURNAL OF HYDROLOGY

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

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

Long-term runoff study using SARIMA and ARIMA models in the United States

(2015) Mohammad Valipour   METEOROLOGICAL APPLICATIONS

RBFNN versus FFNN for daily river flow forecasting at Johor River, Malaysia

(2015) Zaher Mundher Yaseen et al.   NEURAL COMPUTING & APPLICATIONS

Parallel online sequential extreme learning machine based on MapReduce

(2015) Botao Wang et al.   NEUROCOMPUTING

Evolutionary algorithms and other metaheuristics in water resources: Current status, research challenges and future directions

(2014) H.R. Maier et al.   ENVIRONMENTAL MODELLING & SOFTWARE

$\rm E}^{2{\rm LMs}$: Ensemble Extreme Learning Machines for Hyperspectral Image Classification

(2014) Alim Samat et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Successive-station monthly streamflow prediction using different artificial neural network algorithms

(2014) A. Danandeh Mehr et al.   International Journal of Environmental Science and Technology

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

(2014) Vahid Nourani et al.   JOURNAL OF HYDROLOGY

Real-time multi-step-ahead water level forecasting by recurrent neural networks for urban flood control

(2014) Fi-John Chang et al.   JOURNAL OF HYDROLOGY

Monthly discharge forecasting using wavelet neural networks with extreme learning machine

(2014) BaoJian Li et al.   Science China-Technological Sciences

ANN Based Sediment Prediction Model Utilizing Different Input Scenarios

(2014) Haitham Abdulmohsin Afan et al.   WATER RESOURCES MANAGEMENT

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

Predicting Monsoon Floods in Rivers Embedding Wavelet Transform, Genetic Algorithm and Neural Network

(2013) Rajeev Ranjan Sahay et al.   WATER RESOURCES MANAGEMENT

Integrated Artificial Neural Network (ANN) and Stochastic Dynamic Programming (SDP) Model for Optimal Release Policy

(2013) Sabah S. Fayaed et al.   WATER RESOURCES MANAGEMENT

Successive-station monthly streamflow prediction using neuro-wavelet technique

(2013) Ali Danandeh Mehr et al.   Earth Science Informatics

Sensitivity analysis of the artificial neural network outputs in simulation of the evaporation process at different climatologic regimes

(2012) Vahid Nourani et al.   ADVANCES IN ENGINEERING SOFTWARE

Streamflow Modelling: A Primer on Applications, Approaches and Challenges

(2012) Dominique R. Bourdin et al.   ATMOSPHERE-OCEAN

Modeling rainfall-runoff process using soft computing techniques

(2012) Ozgur Kisi et al.   COMPUTERS & GEOSCIENCES

Comparison of the ARMA, ARIMA, and the autoregressive artificial neural network models in forecasting the monthly inflow of Dez dam reservoir

(2012) Mohammad Valipour et al.   JOURNAL OF HYDROLOGY

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

BELM: Bayesian Extreme Learning Machine

(2011) E Soria-Olivas et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Extreme Learning Machine for Regression and Multiclass Classification

(2011) Guang-Bin Huang et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS

Two hybrid Artificial Intelligence approaches for modeling rainfall–runoff process

(2011) Vahid Nourani et al.   JOURNAL OF HYDROLOGY

A wavelet-support vector machine conjunction model for monthly streamflow forecasting

(2011) Ozgur Kisi et al.   JOURNAL OF HYDROLOGY

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

Fuzzy neural networks for water level and discharge forecasting with uncertainty

(2010) Stefano Alvisi et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Daily river flow forecasting using wavelet ANN hybrid models

(2010) Niranjan Pramanik et al.   JOURNAL OF HYDROINFORMATICS

Comparing Sigmoid Transfer Functions for Neural Network Multistep Ahead Streamflow Forecasting

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

Streamflow prediction using multi-site rainfall obtained from hydroclimatic teleconnection

(2010) S.S. Kashid et al.   JOURNAL OF HYDROLOGY

Development of a coupled wavelet transform and neural network method for flow forecasting of non-perennial rivers in semi-arid watersheds

(2010) Jan Adamowski et al.   JOURNAL OF HYDROLOGY

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

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

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

Using oceanic-atmospheric oscillations for long lead time streamflow forecasting

(2009) Ajay Kalra et al.   WATER RESOURCES RESEARCH

A simulation-based fuzzy chance-constrained programming model for optimal groundwater remediation under uncertainty

(2008) L. He et al.   ADVANCES IN WATER RESOURCES

Sales forecasting using extreme learning machine with applications in fashion retailing

(2008) Zhan-Li Sun et al.   DECISION SUPPORT SYSTEMS

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

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

Prediction of Melting Points of Organic Compounds Using Extreme Learning Machines

(2008) Akshay U. Bhat et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Short-term streamflow forecasting with global climate change implications – A comparative study between genetic programming and neural network models

(2008) A. Makkeasorn et al.   JOURNAL OF HYDROLOGY