中国电机工程学报2024，Vol.44Issue(19)：7503-7514,中插2,13.DOI:10.13334/j.0258-8013.pcsee.230567
基于白箱树突网络的电压灵敏度实时计算方法
A Real-time Calculation Method of Voltage Sensitivity Based on White-box Dendritic Net
摘要
Abstract
Since the traditional voltage sensitivity calculation requires the knowledge of network parameters,various data-driven voltage sensitivity fitting methods have been proposed recently.However,existing data-driven methods necessitate the repetition of all regression operations for new scenarios in order to achieve accurate values,thereby rendering them unsuitable for real-time calculations.This paper proposes a Dendritic network(DN)based voltage sensitivity calculation method,which establishes an end-to-end mapping of state parameters to node voltages for any scenario based on the white-box property that DN fitting is equivalent to Taylor expansion.By extracting and deriving the voltage explicit expressions from DN,the explicit expression of voltage sensitivity containing only an extremely small amount of computation is ultimately formed.In addition,in the explicit expression of DN based voltage sensitivity,the first-order component coefficient of each input keeps constant under any scenario,which can be directly used as an evaluation index to judge the correlation between node voltage and state parameters.The calculation results based on the three different scale systems verify the correctness and superiority of the methods proposed in this paper.关键词
电压灵敏度/树突网络/潮流计算/输入/输出相关性指标Key words
voltage sensitivity/dendrite net/power flow calculation/input-output correlation index分类
信息技术与安全科学引用本文复制引用
马庆,邓长虹,龙志君..基于白箱树突网络的电压灵敏度实时计算方法[J].中国电机工程学报,2024,44(19):7503-7514,中插2,13.基金项目
国家电网公司科技项目(5100-202336015A-1-1-ZN). Science and Technology Project of State Grid Corporation of China(5100-202336015A-1-1-ZN). （5100-202336015A-1-1-ZN）
