A combined forecasting system based on statistical method, artificial neural networks, and deep learning methods for short-term wind speed forecasting

Develop optimal network topology of artificial neural network (AONN) to predict the hybrid nanofluids thermal conductivity according to the empirical data of Al2O3 – Cu nanoparticles dispersed in ethylene glycol

(2020) Yeping Peng et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Analysis of the influence of international benchmark oil price on China’s real exchange rate forecasting

(2020) Jianzhou Wang et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

A new hybrid financial time series prediction model

(2020) Bashar Alhnaity et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Repeated wavelet transform based ARIMA model for very short-term wind speed forecasting

(2019) Aasim et al.   RENEWABLE ENERGY

A combined model based on data preprocessing strategy and multi-objective optimization algorithm for short-term wind speed forecasting

(2019) Xinsong Niu et al.   APPLIED ENERGY

A novel nonlinear regression model of SVR as a substitute for ANN to predict conductivity of MWCNT-CuO/water hybrid nanofluid based on empirical data

(2019) Arash Karimipour et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

A novel sensitivity analysis model of EANN for F-MWCNTs–Fe3O4/EG nanofluid thermal conductivity: Outputs predicted analytically instead of numerically to more accuracy and less costs

(2019) Seyed Amin Bagherzadeh et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Assessment of thermal conductivity enhancement of nano-antifreeze containing single-walled carbon nanotubes: Optimal artificial neural network and curve-fitting

(2019) Alireza Moradikazerouni et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Extended linear and non-linear auto-regressive models for forecasting the urban water consumption of a fast-growing city in an arid region

(2019) Mohammad Ebrahim Banihabib et al.   Sustainable Cities and Society

Variable weights combined model based on multi-objective optimization for short-term wind speed forecasting

(2019) Ping Jiang et al.   APPLIED SOFT COMPUTING

A novel combined model based on hybrid optimization algorithm for electrical load forecasting

(2019) Rui Wang et al.   APPLIED SOFT COMPUTING

Improving WRF model turbine-height wind-speed forecasting using a surrogate- based automatic optimization method

(2019) Zhenhua Di et al.   ATMOSPHERIC RESEARCH

Research and Application of a Novel Hybrid Model Based on a Deep Neural Network Combined with Fuzzy Time Series for Energy Forecasting

(2019) Wei et al.   Energies

Point and interval forecasting for carbon price based on an improved analysis-forecast system

(2019) Chengshi Tian et al.   APPLIED MATHEMATICAL MODELLING

A novel wind speed forecasting model based on moving window and multi-objective particle swarm optimization algorithm

(2019) Zhaoshuang He et al.   APPLIED MATHEMATICAL MODELLING

Smart wind speed deep learning based multi-step forecasting model using singular spectrum analysis, convolutional Gated Recurrent Unit network and Support Vector Regression

(2019) Hui Liu et al.   RENEWABLE ENERGY

Effects on thermophysical properties of carbon based nanofluids: Experimental data, modelling using regression, ANFIS and ANN

(2018) Abdullah A.A.A. Alrashed et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Daily rainfall forecasting for one year in a single run using Singular Spectrum Analysis

(2018) Poornima Unnikrishnan et al.   JOURNAL OF HYDROLOGY

An adaptive dynamic short-term wind speed forecasting model using secondary decomposition and an improved regularized extreme learning machine

(2018) Na Sun et al.   ENERGY

A modified whale optimization algorithm for large-scale global optimization problems

(2018) Yongjun Sun et al.   EXPERT SYSTEMS WITH APPLICATIONS

Synthesized CuFe2O4/SiO2 nanocomposites added to water/EG: Evaluation of the thermophysical properties beside sensitivity analysis & EANN

(2018) Arash Karimipour et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Electro- and thermophysical properties of water-based nanofluids containing copper ferrite nanoparticles coated with silica: Experimental data, modeling through enhanced ANN and curve fitting

(2018) Abdullah A.A.A. Alrashed et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Ultra-short-term forecast of wind speed and wind power based on morphological high frequency filter and double similarity search algorithm

(2018) D.Y. Hong et al.   INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS

Appraising influence of COOH-MWCNTs on thermal conductivity of antifreeze using curve fitting and neural network

(2018) Ali Ghasemi et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Multi-objective algorithm for the design of prediction intervals for wind power forecasting model

(2018) Ping Jiang et al.   APPLIED MATHEMATICAL MODELLING

Develop 24 dissimilar ANNs by suitable architectures & training algorithms via sensitivity analysis to better statistical presentation: Measure MSEs between targets & ANN for Fe–CuO/Eg–Water nanofluid

(2018) Mehrdad Bahrami et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Evaluating the effect of temperature and concentration on the thermal conductivity of ZnO-TiO2/EG hybrid nanofluid using artificial neural network and curve fitting on experimental data

(2018) Mohammad Reza Safaei et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Assessing wind curtailment under different wind capacity considering the possibilistic uncertainty of wind resources

(2016) Can Sun et al.   ELECTRIC POWER SYSTEMS RESEARCH

A Gaussian process regression based hybrid approach for short-term wind speed prediction

(2016) Chi Zhang et al.   ENERGY CONVERSION AND MANAGEMENT

Wind pressure data reconstruction using neural network techniques: A comparison between BPNN and GRNN

(2016) Y.Q. Ni et al.   MEASUREMENT

Short-term wind speed prediction based on robust Kalman filtering: An experimental comparison

(2015) Carlos D. Zuluaga et al.   APPLIED ENERGY

Modeling of thermal conductivity of ZnO-EG using experimental data and ANN methods

(2015) Mohammad Hemmat Esfe et al.   INTERNATIONAL COMMUNICATIONS IN HEAT AND MASS TRANSFER

Dragonfly algorithm: a new meta-heuristic optimization technique for solving single-objective, discrete, and multi-objective problems

(2015) Seyedali Mirjalili   NEURAL COMPUTING & APPLICATIONS

A hybrid ANFIS based on n-period moving average model to forecast TAIEX stock

(2014) Liang-Ying Wei et al.   APPLIED SOFT COMPUTING

Evaluation of MM5, WRF and TRAMPER meteorology over the complex terrain of the Po Valley, Italy

(2014) A. Gsella et al.   ATMOSPHERIC ENVIRONMENT

Wind speed and wind energy forecast through Kalman filtering of Numerical Weather Prediction model output

(2012) Federico Cassola et al.   APPLIED ENERGY

A case study on a hybrid wind speed forecasting method using BP neural network

(2011) Zhen-hai Guo et al.   KNOWLEDGE-BASED SYSTEMS

Hybridizing the fifth generation mesoscale model with artificial neural networks for short-term wind speed prediction

(2008) Sancho Salcedo-Sanz et al.   RENEWABLE ENERGY