A novel loss function of deep learning in wind speed forecasting

A new hybrid ensemble deep reinforcement learning model for wind speed short term forecasting

(2020) Hui Liu et al.   ENERGY

Reliability aware multi-objective predictive control for wind farm based on machine learning and heuristic optimizations

(2020) Xiuxing Yin et al.   ENERGY

A new short-term wind speed forecasting method based on fine-tuned LSTM neural network and optimal input sets

(2020) Gholamreza Memarzadeh et al.   ENERGY CONVERSION AND MANAGEMENT

Assessment of critical parameters for artificial neural networks based short-term wind generation forecasting

(2020) V.N. Sewdien et al.   RENEWABLE ENERGY

Day-ahead spatiotemporal wind speed forecasting using robust design-based deep learning neural network

(2020) Ying-Yi Hong et al.   ENERGY

The importance of short lag-time in the runoff forecasting model based on long short-term memory

(2020) Xi Chen et al.   JOURNAL OF HYDROLOGY

A new forecasting model with wrapper-based feature selection approach using multi-objective optimization technique for chaotic crude oil time series

(2020) Seçkin Karasu et al.   ENERGY

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

(2020) Aytaç Altan et al.   APPLIED SOFT COMPUTING

An innovative hybrid system for wind speed forecasting based on fuzzy preprocessing scheme and multi-objective optimization

(2019) Chen Li et al.   ENERGY

Modeling for chaotic time series based on linear and nonlinear framework: Application to wind speed forecasting

(2019) Ping Jiang et al.   ENERGY

Digital currency forecasting with chaotic meta-heuristic bio-inspired signal processing techniques

(2019) Aytaç Altan et al.   CHAOS SOLITONS & FRACTALS

A combined forecasting model for time series: Application to short-term wind speed forecasting

(2019) Zhenkun Liu et al.   APPLIED ENERGY

Forecasting spot electricity prices: Deep learning approaches and empirical comparison of traditional algorithms

(2018) Jesus Lago et al.   APPLIED ENERGY

OUP accepted manuscript

(2018)   BIOINFORMATICS

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

Short-term wind speed forecasting based on fast ensemble empirical mode decomposition, phase space reconstruction, sample entropy and improved back-propagation neural network

(2018) Wei Sun 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

Big multi-step wind speed forecasting model based on secondary decomposition, ensemble method and error correction algorithm

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

Machine Health Monitoring Using Local Feature-Based Gated Recurrent Unit Networks

(2018) Rui Zhao et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Ensemble Recurrent Neural Network Based Probabilistic Wind Speed Forecasting Approach

(2018) Lilin Cheng et al.   Energies

Wind speed prediction model using singular spectrum analysis, empirical mode decomposition and convolutional support vector machine

(2018) Xiwei Mi et al.   ENERGY CONVERSION AND MANAGEMENT

A novel framework for wind speed prediction based on recurrent neural networks and support vector machine

(2018) Chuanjin Yu et al.   ENERGY CONVERSION AND MANAGEMENT

A novel wind speed forecasting based on hybrid decomposition and online sequential outlier robust extreme learning machine

(2018) Dan Zhang et al.   ENERGY CONVERSION AND MANAGEMENT

Smart wind speed forecasting approach using various boosting algorithms, big multi-step forecasting strategy

(2018) Yanfei Li et al.   RENEWABLE ENERGY

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

Wind modelling, validation and sensitivity study using Weather Research and Forecasting model in complex terrain

(2017) Muhammad Omer Mughal et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Offshore wind speed estimates from a high-resolution rapidly updating numerical weather prediction model forecast dataset

(2017) Eric P. James et al.   WIND ENERGY

Forecasting wind power – Modeling periodic and non-linear effects under conditional heteroscedasticity

(2016) Florian Ziel et al.   APPLIED ENERGY

Wind speed forecasting based on wavelet packet decomposition and artificial neural networks trained by crisscross optimization algorithm

(2016) Anbo Meng et al.   ENERGY CONVERSION AND MANAGEMENT

Short-term wind speed forecasting using empirical mode decomposition and feature selection

(2016) Chi Zhang et al.   RENEWABLE ENERGY

Transfer learning for short-term wind speed prediction with deep neural networks

(2016) Qinghua Hu 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

LASSO vector autoregression structures for very short-term wind power forecasting

(2016) Laura Cavalcante et al.   WIND ENERGY

Short-Term Wind Speed or Power Forecasting With Heteroscedastic Support Vector Regression

(2016) Qinghua Hu et al.   IEEE Transactions on Sustainable Energy

Outlier-robust extreme learning machine for regression problems

(2015) Kai Zhang et al.   NEUROCOMPUTING

Short-term wind speed forecasting based on spectral clustering and optimised echo state networks

(2015) Da Liu et al.   RENEWABLE ENERGY

A new hybrid model optimized by an intelligent optimization algorithm for wind speed forecasting

(2014) Zhongyue Su et al.   ENERGY CONVERSION AND MANAGEMENT

Comparison of two new ARIMA-ANN and ARIMA-Kalman hybrid methods for wind speed prediction

(2012) Hui Liu et al.   APPLIED ENERGY

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

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

Stochastic models for wind speed forecasting

(2010) S. Bivona et al.   ENERGY CONVERSION AND MANAGEMENT

The application of artificial neural networks to mapping of wind speed profile for energy application in Nigeria

(2009) D.A. Fadare   APPLIED ENERGY