A novel application of artificial neural network for wind speed estimation

A novel application of artificial neural network for wind speed estimation

Providing accurate multi-steps wind speed estimation models has increasing significance, because of the important technical and economic impacts of wind speed on power grid security and environment benefits. In this study, the combined strategies for wind speed forecasting are proposed based on an i...

Full description

Bibliographic Details
Main Authors:	Da Fang, Jianzhou Wang
Format:	Article
Language:	English
Published:	Taylor & Francis Group 2017-05-01
Series:	International Journal of Sustainable Energy
Subjects:	data pre-processing wind speed forecasting artificial neural network generalized regression neural network elman neural network
Online Access:	http://dx.doi.org/10.1080/14786451.2015.1026906

Similar Items

Wind-speed forecasting model based on DBN-Elman combined with improved PSO-HHT
by: Wei Liu, et al.
Published: (2023-10-01)

An application of a feed-forward neural network model for wind speed predictions
by: K. V. Kolokythas, et al.
Published: (2022-04-01)

Advanced Wind Speed Prediction Model Based on a Combination of Weibull Distribution and an Artificial Neural Network
by: Athraa Ali Kadhem, et al.
Published: (2017-10-01)

Artificial Intelligence in Wind Speed Forecasting: A Review
by: Sandra Minerva Valdivia-Bautista, et al.
Published: (2023-03-01)

A Short-Term Wind Speed Forecasting Model by Using Artificial Neural Networks with Stochastic Optimization for Renewable Energy Systems
by: Chiou-Jye Huang, et al.
Published: (2018-10-01)

A double‐layer neural network wind speed prediction framework based on training set segmentation and error correction
by: Mingde Liu, et al.
Published: (2024-03-01)

Short‐time wind speed prediction based on Legendre multi‐wavelet neural network
by: Xiaoyang Zheng, et al.
Published: (2023-09-01)

Short-term wind speed prediction at Bogdanci power plant in FYROM using an artificial neural network
by: Sunil Kr. Jha, et al.
Published: (2019-07-01)

Daily wind speed prediction in Kota Bharu using artificial neural network /
by: Suhanawati Salam, 1975-, et al.
Published: (2007)

An Artificial Neural Network-Based Approach for Real-Time Hybrid Wind–Solar Resource Assessment and Power Estimation
by: Imran Shafi, et al.
Published: (2023-05-01)

Daily wind speed prediction in Kota Bharu using artificial neural network [electronic resource] /
by: Suhanawati Salam, 1975-, et al.
Published: (2007)

Ten-Meter Wind Speed Forecast Correction in Southwest China Based on U-Net Neural Network
by: Tao Xiang, et al.
Published: (2023-08-01)

Assessment of wind energy resources using artificial neural networks – case study at Łódź Hills
by: R. Korupczyński, et al.
Published: (2019-02-01)

Evaluation of wind energy investment with artificial neural networks
by: Hasan Huseyin Yildirim, et al.
Published: (2019-03-01)

Wind energy assessment and mapping using terrain nonlinear autoregressive neural network (TNARX) and wind station data
by: Salisu Muhammad Lawan, et al.
Published: (2018-01-01)

An artificial neural network optimized by grey wolf optimizer for prediction of hourly wind speed in Tamil Nadu, India
by: Ahmet Cevahir Cinar, et al.
Published: (2022-11-01)

Forecasting of low cost housing demand in urban areas : artificial neural network and ARIMA model approach /
by: 458383 Khairulzan Yahya, et al.
Published: (2002)

Flood forecasting using artificial neural networks /
by: Varoonchotikul, Pichaid, 1957-
Published: (2003)

A Hybrid Framework for Short Term Multi-Step Wind Speed Forecasting Based on Variational Model Decomposition and Convolutional Neural Network
by: Jianzhong Zhou, et al.
Published: (2018-08-01)

Regional Forecasting of Wind Speeds during Typhoon Landfall in Taiwan: A Case Study of Westward-Moving Typhoons
by: Chih-Chiang Wei, et al.
Published: (2018-04-01)

A Simplified Recurrent Neural Network Trained by Gbest-Guided Gravitational Search Algorithm to Control Nonlinear Systems
by: Omar Lutfy, et al.
Published: (2018-12-01)

An Accurate, Light-Weight Wind Speed Predictor for Renewable Energy Management Systems
by: Saira Al-Zadjali, et al.
Published: (2019-11-01)

Numerical Weather Prediction and Artificial Neural Network Coupling for Wind Energy Forecast
by: Lorenzo Donadio, et al.
Published: (2021-01-01)

Exogenous Measurements from Basic Meteorological Stations for Wind Speed Forecasting
by: Antonio Moreno-Muñoz, et al.
Published: (2013-11-01)

Wind Speed Forecasting Based on EMD and GRNN Optimized by FOA
by: Dongxiao Niu, et al.
Published: (2017-12-01)

Estimation of Permanent Magnet Synchronous Generator Performance with Artificial Neural Network Models
by: Adem Dalcalı, et al.
Published: (2020-04-01)

Statistical and artificial neural network model for forecasting KLSE composite index /
by: 494380 Zuhaimy Ismail, et al.
Published: (2005)

MODELING AND FORECASTING IRANIAN ECONOMIC GROWTH USING ARTIFICIAL NEURAL NETWORKS
by: Mohammad Reza Ghadimi, et al.
Published: (2002-09-01)

Prediction of Wind Power with Machine Learning Models
by: Ömer Ali Karaman
Published: (2023-10-01)

FOCUSED–Short-Term Wind Speed Forecast Correction Algorithm Based on Successive NWP Forecasts for Use in Traffic Control Decision Support Systems
by: Zdravko Kunić, et al.
Published: (2021-05-01)

Implementation of nonlinear computing models and classical regression for predicting compressive strength of high-performance concrete
by: M.M Jibril, et al.
Published: (2023-09-01)

Sample Selection Based on Active Learning for Short-Term Wind Speed Prediction
by: Jian Yang, et al.
Published: (2019-01-01)

Utilizing the Random Forest Method for Short-Term Wind Speed Forecasting in the Coastal Area of Central Taiwan
by: Cheng-Yu Ho, et al.
Published: (2023-01-01)

Forecasting the Final Contract Cost on the Basis of the Owner’s Cost Estimation Using an Artificial Neural Network
by: Abdulah M. Alsugair, et al.
Published: (2023-03-01)

Artificial Neural Based Speed and Flux Estimators for Induction Machine Drives with Matlab/Simulink
by: Ahmed A. Zaki Diab, et al.
Published: (2022-04-01)

Hybridization of a hidden Markov model using Elman neural network with application
by: Omar Qasim
Published: (2014-07-01)

Forecasting Day-Ahead Electricity Metrics with Artificial Neural Networks
by: Milutin Pavićević, et al.
Published: (2022-01-01)

A Robust Hybrid Classical and Quantum Model for Short-Term Wind Speed Forecasting
by: Ying-Yi Hong, et al.
Published: (2023-01-01)

Comparison of performance of statistical models in forecasting monthly streamflow of Kizil River, China
by: Shalamu Abudu, et al.
Published: (2010-09-01)

Solving regression problems using artificial neural networks /
by: 337755 Norzaini Zakaria
Published: (1994)