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首页> 外文期刊>IEEE Transactions on Power Systems >Reconfiguration and Capacitor Placement for Loss Reduction of Distribution Systems by Ant Colony Search Algorithm
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Reconfiguration and Capacitor Placement for Loss Reduction of Distribution Systems by Ant Colony Search Algorithm

机译:蚁群搜索算法用于减少配电系统损耗的重构和电容器布置

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摘要

This paper aims to study distribution system operations by the ant colony search algorithm (ACSA). The objective of this study is to present new algorithms for solving the optimal feeder reconfiguration problem, the optimal capacitor placement problem, and the problem of a combination of the two. The ACSA is a relatively new and powerful swarm intelligence method for solving optimization problems. It is a population-based approach that uses exploration of positive feedback as well as ldquogreedyrdquo search. The ACSA was inspired from the natural behavior of ants in locating food sources and bring them back to their colony by the formation of unique trails. Therefore, through a collection of cooperative agents called ldquoants,rdquo the near-optimal solution to the feeder reconfiguration and capacitor placement problems can be effectively achieved. In addition, the ACSA applies the state transition, local pheromone-updating, and global pheromone-updating rules to facilitate the computation. Through simultaneous operation of population agents, process stagnation can be effectively prevented. Optimization capability can be significantly enhanced. The proposed approach is demonstrated using two example systems from the literature. Computational results show that simultaneously taking into account both feeder reconfiguration and capacitor placement is more effective than considering them separately.
机译:本文旨在通过蚁群搜索算法(ACSA)研究配电系统的运行情况。这项研究的目的是提出解决最佳馈线重新配置问题,最佳电容器放置问题以及两者结合的问题的新算法。 ACSA是用于解决优化问题的相对较新且功能强大的群体智能方法。这是一种基于人群的方法,它使用对正反馈的探索以及“对等”搜索。 ACSA的灵感来自于蚂蚁在寻找食物来源时的自然行为,并通过形成独特的踪迹将它们带回了自己的殖民地。因此,通过收集称为“ ldquoant”的协作代理,可以有效地实现对馈线重新配置和电容器放置问题的最佳解决方案。此外,ACSA还应用状态转换,本地信息素更新和全局信息素更新规则来促进计算。通过同时运行人口代理,可以有效防止过程停滞。优化能力可以大大增强。使用文献中的两个示例系统演示了所提出的方法。计算结果表明,同时考虑馈线重新配置和电容器放置比单独考虑它们更为有效。

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