Hybrid wind speed prediction framework using data pre-processing strategy based autoencoder network

Application of hybrid model based on empirical mode decomposition, novel recurrent neural networks and the ARIMA to wind speed prediction

(2021) Ming-De Liu et al.   ENERGY CONVERSION AND MANAGEMENT

Decomposition-based hybrid wind speed forecasting model using deep bidirectional LSTM networks

(2021) K.U. Jaseena et al.   ENERGY CONVERSION AND MANAGEMENT

Design of a combined system based on two-stage data preprocessing and multi-objective optimization for wind speed prediction

(2021) Ying Wang et al.   ENERGY

Short-term offshore wind speed forecast by seasonal ARIMA - A comparison against GRU and LSTM

(2021) Xiaolei Liu et al.   ENERGY

Two-phase deep learning model for short-term wind direction forecasting

(2021) Zhenhao Tang et al.   RENEWABLE ENERGY

A novel hybrid framework for wind speed forecasting using autoencoder‐based convolutional long short‐term memory network

(2021) Vishalteja Kosana et al.   International Transactions on Electrical Energy Systems

Short-term probabilistic predictions of wind multi-parameter based on one-dimensional convolutional neural network with attention mechanism and multivariate copula distribution estimation

(2021) Xinyu Zhao et al.   ENERGY

A novel combined model for wind speed prediction – Combination of linear model, shallow neural networks, and deep learning approaches

(2021) Shuai Wang et al.   ENERGY

Short-term wind power forecasting by stacked recurrent neural networks with parametric sine activation function

(2020) Xin Liu et al.   ELECTRIC POWER SYSTEMS RESEARCH

Temporal convolutional networks interval prediction model for wind speed forecasting

(2020) Zhenhao Gan et al.   ELECTRIC POWER SYSTEMS RESEARCH

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

(2020) Ping Jiang et al.   ENERGY

Short-term wind speed forecasting using recurrent neural networks with error correction

(2020) Jikai Duan et al.   ENERGY

A novel deep interval prediction model with adaptive interval construction strategy and automatic hyperparameter tuning for wind speed forecasting

(2020) Yuying Xie et al.   ENERGY

A self-organizing forecast of day-ahead wind speed: Selective ensemble strategy based on numerical weather predictions

(2020) Jing Zhao et al.   ENERGY

Current status of hybrid structures in wind forecasting

(2020) Mehrnaz Ahmadi et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Hybrid multi-stage decomposition with parametric model applied to wind speed forecasting in Brazilian Northeast

(2020) Sinvaldo Rodrigues Moreno et al.   RENEWABLE ENERGY

1D convolutional neural networks and applications: A survey

(2020) Serkan Kiranyaz et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

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

(2019) Aasim et al.   RENEWABLE ENERGY

Inverse Burr distribution for extreme wind speed prediction: Genesis, identification and estimation

(2016) Elio Chiodo et al.   ELECTRIC POWER SYSTEMS RESEARCH

ANN-based scenario generation methodology for stochastic variables of electric power systems

(2016) Stylianos I. Vagropoulos et al.   ELECTRIC POWER SYSTEMS RESEARCH

ARIMA-based decoupled time series forecasting of electric vehicle charging demand for stochastic power system operation

(2016) M. Hadi Amini et al.   ELECTRIC POWER SYSTEMS RESEARCH

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

(2013) Da Liu et al.   RENEWABLE ENERGY

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

(2012) Hui Liu et al.   APPLIED ENERGY

Short-term wind power forecasting using ridgelet neural network

(2011) Nima Amjady et al.   ELECTRIC POWER SYSTEMS RESEARCH

Application of Auto-Regressive Models to U.K. Wind Speed Data for Power System Impact Studies

(2011) David C. Hill et al.   IEEE Transactions on Sustainable Energy

Overview of wind power intermittency impacts on power systems

(2009) M.H. Albadi et al.   ELECTRIC POWER SYSTEMS RESEARCH