Improving daily stochastic streamflow prediction: Comparison of novel hybrid data mining algorithms

RF-MEP: A novel Random Forest method for merging gridded precipitation products and ground-based measurements

(2020) Oscar M. Baez-Villanueva et al.   REMOTE SENSING OF ENVIRONMENT

Drought modeling using classic time series and hybrid wavelet-gene expression programming models

(2020) Saeid Mehdizadeh et al.   JOURNAL OF HYDROLOGY

Spatial prediction of groundwater potentiality using ANFIS ensembled with teaching-learning-based and biogeography-based optimization

(2019) Wei Chen et al.   JOURNAL OF HYDROLOGY

Machine Learning-based Blending of Satellite and Reanalysis Precipitation Datasets: A Multi-regional Tropical Complex Terrain Evaluation

(2019) Md Abul Ehsan Bhuiyan et al.   JOURNAL OF HYDROMETEOROLOGY

Least square support vector machine and multivariate adaptive regression splines for streamflow prediction in mountainous basin using hydro-meteorological data as inputs

(2019) Rana Muhammad Adnan et al.   JOURNAL OF HYDROLOGY

Meteorological data mining and hybrid data-intelligence models for reference evaporation simulation: A case study in Iraq

(2019) Khabat Khosravi et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Stochastic Modeling of Groundwater Fluoride Contamination: Introducing Lazy Learners

(2019) Khabat Khosravi et al.   Groundwater

Joint frequency analysis and uncertainty estimation of coupled rainfall–runoff series relying on historical and simulated data

(2019) Esmaeel Dodangeh et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

River suspended sediment load prediction based on river discharge information: application of newly developed data mining models

(2019) Sinan Q. Salih et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Improving the prediction of ground motion parameters based on an efficient bagging ensemble model of M5′ and CART algorithms

(2018) S.M. Hamze-Ziabari et al.   APPLIED SOFT COMPUTING

Using an ensemble machine learning methodology-Bagging to predict occupants’ thermal comfort in buildings

(2018) Zhibin Wu et al.   ENERGY AND BUILDINGS

A hybrid support vector regression–firefly model for monthly rainfall forecasting

(2018) A. Danandeh Mehr et al.   International Journal of Environmental Science and Technology

Adjustment of spatio-temporal precipitation patterns in a high Alpine environment

(2018) Mathew Herrnegger et al.   JOURNAL OF HYDROLOGY

Simulation and forecasting of streamflows using machine learning models coupled with base flow separation

(2018) Hakan Tongal et al.   JOURNAL OF HYDROLOGY

Application of ANFIS, ANN, and logistic methods in estimating biogas production from spent mushroom compost (SMC)

(2018) Bahman Najafi et al.   RESOURCES CONSERVATION AND RECYCLING

Rainfall-Runoff Modeling using Clustering and Regression Analysis for the River Brahmaputra Basin

(2018) Satanand Mishra et al.   JOURNAL OF THE GEOLOGICAL SOCIETY OF INDIA

Novel Hybrid Evolutionary Algorithms for Spatial Prediction of Floods

(2018) Dieu Tien Bui et al.   Scientific Reports

New Hybrids of ANFIS with Several Optimization Algorithms for Flood Susceptibility Modeling

(2018) Dieu Tien Bui et al.   Water

Random forest regression for online capacity estimation of lithium-ion batteries

(2018) Yi Li et al.   APPLIED ENERGY

Rainfall monitoring network design using conditioned Latin hypercube sampling and satellite precipitation estimates: An application in the ungauged Ecuadorian Amazon

(2018) Juan Contreras et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY

Quantifying hourly suspended sediment load using data mining models: Case study of a glacierized Andean catchment in Chile

(2018) Khabat Khosravi et al.   JOURNAL OF HYDROLOGY

A random forest partition model for predicting NO2 concentrations from traffic flow and meteorological conditions

(2018) Joanna A. Kamińska   SCIENCE OF THE TOTAL ENVIRONMENT

Random forest dissimilarity based multi-view learning for Radiomics application

(2018) Hongliu Cao et al.   PATTERN RECOGNITION

Developing an intelligent expert system for streamflow prediction, integrated in a dynamic decision support system for managing multiple reservoirs: A case study

(2017) Hamed Zamani Sabzi et al.   EXPERT SYSTEMS WITH APPLICATIONS

Prediction of daily diffuse solar radiation using artificial neural networks

(2017) Xinhua Xue   INTERNATIONAL JOURNAL OF HYDROGEN ENERGY

Choice of rainfall inputs for event-based rainfall-runoff modeling in a catchment with multiple rainfall stations using data-driven techniques

(2017) Tak Kwin Chang et al.   JOURNAL OF HYDROLOGY

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

(2017) Vahid Nourani   JOURNAL OF HYDROLOGY

Quantification of parametric uncertainty of ANN models with GLUE method for different streamflow dynamics

(2017) Hakan Tongal et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Soft Computing Techniques for Rainfall-Runoff Simulation: Local Non–Parametric Paradigm vs. Model Classification Methods

(2017) Mohammad Rezaie-Balf et al.   WATER RESOURCES MANAGEMENT

Streamflow and Sediment Yield Prediction for Watershed Prioritization in the Upper Blue Nile River Basin, Ethiopia

(2017) Gebiaw Ayele et al.   Water

SoilGrids250m: Global gridded soil information based on machine learning

(2017) Tomislav Hengl et al.   PLoS One

The optimized artificial neural network model with Levenberg–Marquardt algorithm for global solar radiation estimation in Eastern Mediterranean Region of Turkey

(2016) Özgür Çelik et al.   JOURNAL OF CLEANER PRODUCTION

Application of least square support vector machine and multivariate adaptive regression spline models in long term prediction of river water pollution

(2016) Ozgur Kisi et al.   JOURNAL OF HYDROLOGY

Non-tuned machine learning approach for hydrological time series forecasting

(2016) Zaher Mundher Yaseen et al.   NEURAL COMPUTING & APPLICATIONS

Modeling of compressive strength and UPV of high-volume mineral-admixtured concrete using rule-based M5 rule and tree model M5P classifiers

(2015) Yaşar Ayaz et al.   CONSTRUCTION AND BUILDING MATERIALS

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

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

Analysis of daily solar power prediction with data-driven approaches

(2014) Huan Long et al.   APPLIED ENERGY

Effect of Bias Correction of Satellite-Rainfall Estimates on Runoff Simulations at the Source of the Upper Blue Nile

(2014) Emad Habib et al.   Remote Sensing

Flood risk and climate change: global and regional perspectives

(2013) Zbigniew W. Kundzewicz et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Modeling rainfall-runoff process using soft computing techniques

(2012) Ozgur Kisi et al.   COMPUTERS & GEOSCIENCES

Assessing urbanisation effects on rainfall-runoff using a remote sensing supported modelling strategy

(2012) B. Verbeiren et al.   International Journal of Applied Earth Observation and Geoinformation

Runoff conditions in the upper Danube basin under an ensemble of climate change scenarios

(2012) Harald Kling et al.   JOURNAL OF HYDROLOGY

Suspended sediment load prediction of river systems: An artificial neural network approach

(2011) A.M. Melesse et al.   AGRICULTURAL WATER MANAGEMENT

Two hybrid Artificial Intelligence approaches for modeling rainfall–runoff process

(2011) Vahid Nourani et al.   JOURNAL OF HYDROLOGY

Hyperresolution global land surface modeling: Meeting a grand challenge for monitoring Earth's terrestrial water

(2011) Eric F. Wood et al.   WATER RESOURCES RESEARCH

Application of SWAT model to investigate nitrate leaching in Hamadan–Bahar Watershed, Iran

(2010) Samira Akhavan et al.   AGRICULTURE ECOSYSTEMS & ENVIRONMENT

Comparative study of neural network, fuzzy logic and linear transfer function techniques in daily rainfall-runoff modelling under different input domains

(2010) Anil Kumar Lohani et al.   HYDROLOGICAL PROCESSES

Multiscale parameter regionalization of a grid-based hydrologic model at the mesoscale

(2010) Luis Samaniego et al.   WATER RESOURCES RESEARCH

An adaptive model for predicting of global, direct and diffuse hourly solar irradiance

(2009) A. Mellit et al.   ENERGY CONVERSION AND MANAGEMENT

A hybrid neural network and ARIMA model for water quality time series prediction

(2009) Durdu Ömer Faruk   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Rainfall–runoff modeling in a small hyper-arid catchment

(2009) Yonatan Bahat et al.   JOURNAL OF HYDROLOGY

Decomposition of the mean squared error and NSE performance criteria: Implications for improving hydrological modelling

(2009) Hoshin V. Gupta et al.   JOURNAL OF HYDROLOGY

A Multivariate ANN-Wavelet Approach for Rainfall–Runoff Modeling

(2009) Vahid Nourani et al.   WATER RESOURCES MANAGEMENT