A new hybrid model for wind speed forecasting combining long short-term memory neural network, decomposition methods and grey wolf optimizer

A hybrid short-term load forecasting model based on variational mode decomposition and long short-term memory networks considering relevant factors with Bayesian optimization algorithm

(2019) Feifei He et al.   APPLIED ENERGY

A grey wolf optimizer using Gaussian estimation of distribution and its application in the multi-UAV multi-target urban tracking problem

(2019) Xiaofei Wang et al.   APPLIED SOFT COMPUTING

Deep shared representation learning for weather elements forecasting

(2019) Siamak Mehrkanoon   KNOWLEDGE-BASED SYSTEMS

Missing value imputation for short to mid-term horizontal solar irradiance data

(2018) Haydar Demirhan et al.   APPLIED ENERGY

A novel combined model based on advanced optimization algorithm for short-term wind speed forecasting

(2018) Jingjing Song et al.   APPLIED ENERGY

Smart deep learning based wind speed prediction model using wavelet packet decomposition, convolutional neural network and convolutional long short term memory network

(2018) Hui Liu et al.   ENERGY CONVERSION AND MANAGEMENT

Wind speed forecasting using nonlinear-learning ensemble of deep learning time series prediction and extremal optimization

(2018) Jie Chen et al.   ENERGY CONVERSION AND MANAGEMENT

Multi-step wind speed forecasting using EWT decomposition, LSTM principal computing, RELM subordinate computing and IEWT reconstruction

(2018) Yanfei Li et al.   ENERGY CONVERSION AND MANAGEMENT

Short-term wind speed prediction using an extreme learning machine model with error correction

(2018) Lili Wang et al.   ENERGY CONVERSION AND MANAGEMENT

A novel hybrid forecasting system of wind speed based on a newly developed multi-objective sine cosine algorithm

(2018) Jianzhou Wang et al.   ENERGY CONVERSION AND MANAGEMENT

Comparison of two new intelligent wind speed forecasting approaches based on Wavelet Packet Decomposition, Complete Ensemble Empirical Mode Decomposition with Adaptive Noise and Artificial Neural Networks

(2018) Hui Liu et al.   ENERGY CONVERSION AND MANAGEMENT

Smart wind speed forecasting using EWT decomposition, GWO evolutionary optimization, RELM learning and IEWT reconstruction

(2018) Hui Liu et al.   ENERGY CONVERSION AND MANAGEMENT

Wind speed forecasting method based on deep learning strategy using empirical wavelet transform, long short term memory neural network and Elman neural network

(2018) Hui Liu et al.   ENERGY CONVERSION AND MANAGEMENT

Smart multi-step deep learning model for wind speed forecasting based on variational mode decomposition, singular spectrum analysis, LSTM network and ELM

(2018) Hui Liu et al.   ENERGY CONVERSION AND MANAGEMENT

Adequacy assessment of a wind-integrated system using neural network-based interval predictions of wind power generation and load

(2018) Ronay Ak et al.   INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS

Research and application of a combined model based on variable weight for short term wind speed forecasting

(2018) Hongmin Li et al.   RENEWABLE ENERGY

A nonlinear hybrid wind speed forecasting model using LSTM network, hysteretic ELM and Differential Evolution algorithm

(2018) Ya-Lan Hu et al.   ENERGY CONVERSION AND MANAGEMENT

Multi-strategy ensemble grey wolf optimizer and its application to feature selection

(2018) Qiang Tu et al.   APPLIED SOFT COMPUTING

Short-term wind speed prediction: Hybrid of ensemble empirical mode decomposition, feature selection and error correction

(2017) Yan Jiang et al.   ENERGY CONVERSION AND MANAGEMENT

A compound structure of ELM based on feature selection and parameter optimization using hybrid backtracking search algorithm for wind speed forecasting

(2017) Chu Zhang et al.   ENERGY CONVERSION AND MANAGEMENT

Multi-step ahead wind speed forecasting using a hybrid model based on two-stage decomposition technique and AdaBoost-extreme learning machine

(2017) Tian Peng et al.   ENERGY CONVERSION AND MANAGEMENT

Research and application of a novel hybrid forecasting system based on multi-objective optimization for wind speed forecasting

(2017) Pei Du et al.   ENERGY CONVERSION AND MANAGEMENT

The performance of vapor compression cooling system aided Ranque-Hilsch vortex tube

(2017) Merve Acar et al.   Thermal Science

A novel bidirectional mechanism based on time series model for wind power forecasting

(2016) Yongning Zhao et al.   APPLIED ENERGY

Wind Speed Prediction Using a Univariate ARIMA Model and a Multivariate NARX Model

(2016) Erasmo Cadenas et al.   Energies

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

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

Direct interval forecasting of wind speed using radial basis function neural networks in a multi-objective optimization framework

(2016) Chi Zhang et al.   NEUROCOMPUTING

Improved week-ahead predictions of wind speed using simple linear models with wavelet decomposition

(2016) Dennis C. Kiplangat et al.   RENEWABLE ENERGY

Wind speed forecasting based on the hybrid ensemble empirical mode decomposition and GA-BP neural network method

(2016) Shouxiang Wang et al.   RENEWABLE ENERGY

Wind speed forecasting approach using secondary decomposition algorithm and Elman neural networks

(2015) Hui Liu et al.   APPLIED ENERGY

Recursive wind speed forecasting based on Hammerstein Auto-Regressive model

(2015) Othman Ait Maatallah et al.   APPLIED ENERGY

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

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

Renewable energy policy framework and bioenergy contribution in the European Union – An overview from National Renewable Energy Action Plans and Progress Reports

(2015) Nicolae Scarlat et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Small-scale solar radiation forecasting using ARMA and nonlinear autoregressive neural network models

(2015) Khalil Benmouiza et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Grey Wolf Optimizer

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

Improved complete ensemble EMD: A suitable tool for biomedical signal processing

(2014) Marcelo A. Colominas et al.   Biomedical Signal Processing and Control

Improved wind forecasts for wind power generation using the Eta model and MOS (Model Output Statistics) method

(2014) Lazar Lazić et al.   ENERGY

The impact of model physics on numerical wind forecasts

(2013) William Y.Y. Cheng et al.   RENEWABLE ENERGY

Short-term wind speed forecasting using wavelet transform and support vector machines optimized by genetic algorithm

(2013) Da Liu et al.   RENEWABLE ENERGY

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

(2012) Federico Cassola et al.   APPLIED ENERGY

A sensitivity study of the WRF model in wind simulation for an area of high wind energy

(2012) David Carvalho et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Multiple architecture system for wind speed prediction

(2011) Hassen Bouzgou et al.   APPLIED ENERGY

Wolf-pack (Canis lupus) hunting strategies emerge from simple rules in computational simulations

(2011) C. Muro et al.   BEHAVIOURAL PROCESSES

Fine tuning support vector machines for short-term wind speed forecasting

(2011) Junyi Zhou et al.   ENERGY CONVERSION AND MANAGEMENT

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

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

ARMA based approaches for forecasting the tuple of wind speed and direction

(2010) Ergin Erdem et al.   APPLIED ENERGY

California offshore wind energy potential

(2009) Michael J. Dvorak et al.   RENEWABLE ENERGY

Multi-step-prediction of chaotic time series based on co-evolutionary recurrent neural network

(2008) Ma Qian-Li et al.   Chinese Physics B

A review on the forecasting of wind speed and generated power

(2008) Ma Lei et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Day-ahead wind speed forecasting using f-ARIMA models

(2008) Rajesh G. Kavasseri et al.   RENEWABLE ENERGY

Short term wind speed forecasting for wind turbine applications using linear prediction method

(2007) G.H. Riahy et al.   RENEWABLE ENERGY