电网与清洁能源2024,Vol.40Issue(12) :18-26.

基于改进莱维蛇优化的主动配电网孤岛划分方法

An Island Partitioning Method of Active Distribution Networks Based on Improved Levy Snake Optimizer Algorithm

邓佳鑫 熊炜 邹晓松 袁旭峰
电网与清洁能源2024,Vol.40Issue(12) :18-26.

基于改进莱维蛇优化的主动配电网孤岛划分方法

An Island Partitioning Method of Active Distribution Networks Based on Improved Levy Snake Optimizer Algorithm

邓佳鑫 1熊炜 1邹晓松 1袁旭峰1
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作者信息

  • 1. 贵州大学电气工程学院,贵州 贵阳 550025
  • 折叠

摘要

孤岛隔离是配电系统发生重大故障时的 1 种弹性解决方案.为了提高用户供电可靠性,降低源荷波动对孤岛恢复的影响,减少能源浪费,提出了一种计及源荷不确定性的配电网孤岛划分方法.以多场景分析的方法刻画场景消除不确定性,基于长短时记忆神经网络的场景生成方法形成分布式电源出力和负荷的典型场景,采用快速前代消除的方法削减场景;建立了基于莱维蛇优化的孤岛划分模型,根据源荷数据,在各时段进行孤岛划分,获得最佳恢复方案.以IEEE 33配电网模型为例进行仿真分析,仿真结果表明,加入莱维飞行策略后,所提方法能够快速有效地求解出孤岛最优方案,提高了系统的稳定性.

Abstract

Island partitioning is a resilient solution for used for significant faults in the power distribution system.In order to improve the reliability of power supply to customers,reduce the impact of source-load fluctuations on islanding restoration,and minimize energy waste,this paper proposes an island partitioning method in the active distribution network that considers the source-load uncertainty.Firstly,the uncertainty is eliminated by portraying the scenarios with the method of multi-scenario analysis(MA).The typical scenarios of Distributed Generation(DG)output and load are formed by the scenario generation method based on the long short-term memory(LSTM)network,and the scenarios are cut down by the method of fast antecedent elimination.Secondly,the islanding model is established based on Levi snake optimization(LSO)and island partitioning in muti-time for the optimal recovery scheme.Finally,simulation experiments are conducted on the modified IEEE33 system to verify the effectiveness of the proposed method.

关键词

主动配电网/孤岛划分/长短时记忆/蛇优化算法/莱维飞行策略

Key words

active distribution network/island partitioning/long short-term memory/Snake optimization algorithm/Levy flight

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出版年

2024
电网与清洁能源
西北电网有限公司 西安理工大学水电土木建筑研究设计院

电网与清洁能源

CSTPCD北大核心
影响因子:1.122
ISSN:1674-3814
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