电气传动2025,Vol.55Issue(6):64-71,8.DOI:10.19457/j.1001-2095.dqcd25613
基于改进梯度下降的低压台区技术线损优化估计方法研究
Research on Optimal Estimation Method of Technical Line Loss in Low Voltage Station Area Based on Improved Gradient Descent
摘要
Abstract
The traditional technical line loss prediction method of low voltage station area has some problems,such as relatively extensive calculation,requiring underlying physical topology,and relying on influence characteristic data.In recent years,a technical line loss and meter error joint estimation technical route based on the principle of conservation of electric energy in station area has been formed,but there are still some problems of difficult model solving and long data requirement period.In order to achieve accurate estimation of technical line loss in low voltage station area,the correlation between daily technical line loss and energy supply was further analyzed on the basis of the existing joint estimation route,and the original model was optimized considering those users with small energy consumption have little influence on the model,and the technical line loss was solved based on gradient descending convex optimization algorithm.Finally,6 759 stations in a certain area were used to calculate the technical line loss.Compared with the traditional algorithm,the assignment accuracy of the proposed method reaches 98%,and is significantly improved.关键词
低压台区/梯度下降/动态线损/优化估计方法Key words
low voltage station area/gradient descent(GD)/dynamic line loss/optimal estimation method分类
动力与电气工程引用本文复制引用
方磊,徐俊,赵逸,邢晓帆,茅欢..基于改进梯度下降的低压台区技术线损优化估计方法研究[J].电气传动,2025,55(6):64-71,8.基金项目
国网江苏省电力有限公司新技术研究项目(JS2311490) (JS2311490)