电工技术2024,Issue(23) :107-108,112.DOI:10.19768/j.cnki.dgjs.2024.23.025

基于RNN-RBM模型的新能源配网线损率自动预测方法

Automatic Prediction Method of Line Loss Rate of New Energy Distribution Network Based on RNN-RBM Model

梅霜
电工技术2024,Issue(23) :107-108,112.DOI:10.19768/j.cnki.dgjs.2024.23.025

基于RNN-RBM模型的新能源配网线损率自动预测方法

Automatic Prediction Method of Line Loss Rate of New Energy Distribution Network Based on RNN-RBM Model

梅霜1
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作者信息

  • 1. 国网江苏省电力有限公司沛县供电分公司,江苏 徐州 221600
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摘要

为提升新能源配网线损预测效果,提出基于 RNN-RBM模型的新能源配网线损率自动预测方法.首先对采集的线损数据进行预处理,然后引入 RNN-RBM理论构建线损率预测模型,最后将有功电量、配电线路长度、变压器的总容量以及无功量等数据输入线损率预测模型,实现新能源配网线损率自动预测.实验结果表明:应用所提方法预测出的线损率误差较小,具有良好的预测效果.

Abstract

In order to improve the prediction effect of new energy distribution line loss,the automatic prediction method of new energy distribution line loss rate based on RNN-RBM model is proposed.First,the collected line loss data is prepro-cessed,and then RNN-RBM theory is introduced to construct the line loss rate prediction model.Finally,the data of ac-tive power,distribution line length,total capacity and reactive power of transformer are input into the line loss rate pre-diction model to realize the automatic prediction of line loss rate of new energy distribution network.The experimental re-sults show that the line loss rate predicted by this method is small and has good prediction effect.

关键词

线损率预测/电力系统/新能源/配网/RNN-RBM模型

Key words

line loss rate prediction/power system/new energy/distribution network/RNN-RBM model

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出版年

2024
电工技术
重庆西南信息有限公司(原科技部西南信息中心)

电工技术

影响因子:0.177
ISSN:1002-1388
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