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基于预演算法的灾后配电网应急抢修决策优化

李明轩 魏韡 许寅 张琪祁

电力建设2023,Vol.44Issue(12):85-94,10.
电力建设2023,Vol.44Issue(12):85-94,10.DOI:10.12204/j.issn.1000-7229.2023.12.007

基于预演算法的灾后配电网应急抢修决策优化

Rollout Algorithm-Based Post-Disaster Distribution System Emergency Repair Optimization

李明轩 1魏韡 1许寅 2张琪祁3

作者信息

  • 1. 清华大学电机工程与应用电子技术系,北京市 100084
  • 2. 北京交通大学电气工程学院,北京市 100044
  • 3. 国网上海市电力公司,上海市 200122
  • 折叠

摘要

Abstract

In order to cope with the loss from power outages caused by extreme disasters,it is necessary to construct a reasonable post-disaster recovery model and explore effective post-disaster emergency decision-making methods.In this study,a Markovian decision process model for post-disaster emergency recovery considering critical load failure events is constructed.It also considers the impact of outage duration on the functionality of different types of critical loads when calculating the losses.For post-disaster emergency decision-making,an online decision-making method based on a preview algorithm is proposed to quickly evaluate the action-state value function(i.e.,Q function)by means of multi-scenario simulation and generate an online optimization strategy.It is demonstrated that the decision scheme based on the Q function generated by the rollout algorithm is better than that provided by the underlying strategy in the simulation.The proposed method does not rely on precise mathematical models and parameters and can update the policy in real time according to the system state,which is a more practical approach than that of the traditional offline optimization model.

关键词

韧性/配电网/灾后故障恢复/在线决策/预演算法

Key words

resilience/distribution system/post-disaster restoration/online decision/rollout algorithm

分类

动力与电气工程

引用本文复制引用

李明轩,魏韡,许寅,张琪祁..基于预演算法的灾后配电网应急抢修决策优化[J].电力建设,2023,44(12):85-94,10.

基金项目

This work is supported by the National Key R&D Program of China under Grant(No.2022YFB2405500)and Science and Technoloev Proiect of State Grid Corooration of China(No.52094023001H).国家重点研发计划青年科学家项目(2022YFB2405500) (No.2022YFB2405500)

国家电网有限公司科技项目(52094023001H) (52094023001H)

电力建设

OACSCDCSTPCD

1000-7229

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