JOURNAL ARTICLE

Research on Particle Swarm Optimization Least Square Support Vector Machine for Short-Term Wind Speed Prediction

Shuai ZhangHai Rui WangJin HuangHe Liu

Year: 2014 Journal:   Applied Mechanics and Materials Vol: 511-512 Pages: 927-930   Publisher: Trans Tech Publications

Abstract

In the paper, the forecast problems of wind speed are considered. In order to enhance the redaction accuracy of the wind speed, this article is about a research on particle swarm optimization least square support vector machine for short-term wind speed prediction (PSO-LS-SVM). Firstly, the prediction models are built by using least square support vector machine based on particle swarm optimization, this model is used to predict the wind speed next 48 hours. In order to further improve the prediction accuracy, on this basis, introduction of the offset optimization method. Finally large amount of experiments and measurement data comparison compensation verify the effectiveness and feasibility of the research on particle swarm optimization least square support vector machine for short-term wind speed prediction, Thereby reducing the short-term wind speed prediction error, very broad application prospects.

Keywords:
Particle swarm optimization Support vector machine Wind speed Offset (computer science) Term (time) Multi-swarm optimization Computer science Mean squared error Engineering Control theory (sociology) Algorithm Artificial intelligence Mathematics Meteorology Statistics

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Citation History

Topics

Energy Load and Power Forecasting
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Power Systems and Renewable Energy
Physical Sciences →  Energy →  Energy Engineering and Power Technology
Smart Grid and Power Systems
Physical Sciences →  Engineering →  Electrical and Electronic Engineering

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