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计及空间相关性的架空线路载流量预测方法

王亦清 朱宁西 孙鹏 李炀 刘刚

广东电力2017,Vol.30Issue(10):6-10,5.
广东电力2017,Vol.30Issue(10):6-10,5.DOI:10.3969/j.issn.1007-290X.2017.010.002

计及空间相关性的架空线路载流量预测方法

Prediction Method for Carrying Capacity of Overhead Transmission Line Measuring Spatial Correlation

王亦清 1朱宁西 1孙鹏 2李炀 1刘刚1

作者信息

  • 1. 华南理工大学 电力学院,广东 广州 510640
  • 2. 广东省气象探测数据中心,广东 广州 510610
  • 折叠

摘要

Abstract

Spatial correlation of wind speed was introduced into predicting carrying capacity of the overhead transmission line which firstly divided meteorological-terrain network by 600 m ×600 m and analyzed correlation between wind speed and ter-rain by means of Pearson correlation coefficient (PPC)method. Corresponding results indicate that wind speed has strong correlation with gradient,status and surface roughness of terrain. Then associated data of terrain and wind speed was brought into the improved back propagation (BP)neural network and a neural network for predicting real-time wind speed according to the terrain was obtained. The prediction error of this method is about 35% and it is able to improve precision of this method if getting more precise wind speed data. Finally,this prediction method for wind speed was combined with the prediction method for the maximum solar radiation to calculate carrying capacity of one specific line,which proved practica-bility of this method.

关键词

架空线路载流量/相关性分析/风速预测/神经网络/空间相关性

Key words

carrying capacity of overhead transmission line/correlation analysis/wind speed forecasting/neural network/spatial correlation

分类

信息技术与安全科学

引用本文复制引用

王亦清,朱宁西,孙鹏,李炀,刘刚..计及空间相关性的架空线路载流量预测方法[J].广东电力,2017,30(10):6-10,5.

基金项目

国家高技术研究发展计划(863计划)项目(2015AA050201) (863计划)

广东电力

OACSTPCD

1007-290X

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