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基于谱分析与LS-SVM的中期电力负荷预测

李钊年 陶凤玲 史旺旺 姜楠 李积花 倪三川

电力系统保护与控制2011,Vol.39Issue(9):88-90,96,4.
电力系统保护与控制2011,Vol.39Issue(9):88-90,96,4.

基于谱分析与LS-SVM的中期电力负荷预测

Medium-term electric-power load forecasting based on spectrum analysis and LS-SVM

李钊年 1陶凤玲 1史旺旺 2姜楠 2李积花 1倪三川1

作者信息

  • 1. 青海大学,青海西宁810016
  • 2. 扬州大学,江苏扬州225009
  • 折叠

摘要

Abstract

For the shortcoming of the SVM using in short series of power load forecasting, namely the choice of space divided parameters is influenced by subjective factors, a novel method of power load forecasting combining the spectrum analysis with LS-SVM method is presented.This method adopts the spectrum analysis to forcast the cycle of actual maximum power load and determines the training mode of SVM based on the cycle.The subjective factors in preferences are effectively avoided, and the prediction accuracy is improved.The practical example shows that except the last point in which the relative error is 8.67%, the relative errors of other points are less than ± 5%.Our method provides a better fit to the predicted data and shows high accuracy.

关键词

电力系统/谱分析/最小二乘支持向量机/中期负荷预测/精度

Key words

power system/ spectrum analysis/ LS-SVM/ medium-term power load forecast/ precision

分类

信息技术与安全科学

引用本文复制引用

李钊年,陶凤玲,史旺旺,姜楠,李积花,倪三川..基于谱分析与LS-SVM的中期电力负荷预测[J].电力系统保护与控制,2011,39(9):88-90,96,4.

基金项目

江苏高校省级重点实验室开放研究课题(K08016) (K08016)

电力系统保护与控制

OA北大核心CSCDCSTPCD

1674-3415

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