“Dust in the Wind...”, Deep Learning Application to Wind Energy Time Series Forecasting

Comparison of modeling methods for wind power prediction: a critical study

(2018) Rashmi P. Shetty et al.   Frontiers in Energy

Rough Deep Neural Architecture for Short-Term Wind Speed Forecasting

(2017) Mahdi Khodayar et al.   IEEE Transactions on Industrial Informatics

Current status of wind energy forecasting and a hybrid method for hourly predictions

(2016) Inci Okumus et al.   ENERGY CONVERSION AND MANAGEMENT

Renewables: Share data on wind energy

(2016) Andrew Kusiak   NATURE

Machine learning ensembles for wind power prediction

(2016) Justin Heinermann et al.   RENEWABLE ENERGY

A Bias and Variance Analysis for Multistep-Ahead Time Series Forecasting

(2016) Souhaib Ben Taieb et al.   IEEE Transactions on Neural Networks and Learning Systems

The Wind Integration National Dataset (WIND) Toolkit

(2015) Caroline Draxl et al.   APPLIED ENERGY

Wind speed forecasting using the NARX model, case: La Mata, Oaxaca, México

(2015) Erasmo Cadenas et al.   NEURAL COMPUTING & APPLICATIONS

Pumped hydro energy storage system: A technological review

(2015) Shafiqur Rehman et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Forecasting models for wind speed using wavelet, wavelet packet, time series and Artificial Neural Networks

(2013) Hui Liu et al.   APPLIED ENERGY

A new approach to very short term wind speed prediction using k-nearest neighbor classification

(2013) Mehmet Yesilbudak et al.   ENERGY CONVERSION AND MANAGEMENT

Forecasting wind speed with recurrent neural networks

(2012) Qing Cao et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Evaluation of hybrid forecasting approaches for wind speed and power generation time series

(2012) Jing Shi et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

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

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

On comparing three artificial neural networks for wind speed forecasting

(2010) Gong Li et al.   APPLIED ENERGY

Multiple-output modeling for multi-step-ahead time series forecasting

(2010) Souhaib Ben Taieb et al.   NEUROCOMPUTING

Bayesian adaptive combination of short-term wind speed forecasts from neural network models

(2010) Gong Li et al.   RENEWABLE ENERGY

Risk-Constrained Profit Maximization in Day-Ahead Electricity Market

(2009) M. Dicorato et al.   IEEE TRANSACTIONS ON POWER SYSTEMS

Climate change impacts on wind energy: A review

(2009) S.C. Pryor et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A review on the young history of the wind power short-term prediction

(2007) Alexandre Costa et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS