MSA for Optimal Reconfiguration and Capacitor Allocation in Radial/Ring Distribution Networks

TitleMSA for Optimal Reconfiguration and Capacitor Allocation in Radial/Ring Distribution Networks
Publication TypeJournal Article
Year of Publication2018
AuthorsMohamed, E. A., A. - A. A. Mohamed, and Y. Mitani
JournalInternational Journal of Interactive Multimedia and Artificial Intelligence
ISSN1989-1660
IssueRegular Issue
Volume5
Number1
Date Published06/2018
Pagination107-122
Abstract

This work presents a hybrid heuristic search algorithm called Moth Swarm Algorithm (MSA) in the context of power loss minimization of radial distribution networks (RDN) through optimal allocation and rating of shunt capacitors for enhancing the performance of distribution networks. With MSA, different optimization operators are used to mimic a set of behavioral patterns of moths in nature, which allows for flexible and powerful optimizer. Hence, a new dynamic selection strategy of crossover points is proposed based on population diversity to handle the difference vectors Lévy-mutation to force MSA jump out of stagnation and enhance its exploration ability. In addition, a spiral motion, adaptive Gaussian walks, and a novel associative learning mechanism with immediate memory are implemented to exploit the promising areas in the search space. In this article, the MSA is tested to adapt the objective function to reduce the system power losses, reduce total system cost and consequently increase the annual net saving with inequity constrains on capacitor size and voltage limits. The validation of the proposed algorithm has been tested and verified through small, medium and large scales of standard RDN of IEEE (33, 69, 85-bus) systems and also on ring main systems of 33 and 69-bus. In addition, the obtained results are compared with other algorithms to highlight the advantages of the proposed approach. Numerical results stated that the MSA can achieve optimal solutions for losses reduction and capacitor locations with finest performance compared with many existing algorithms.

KeywordsLoss Reduction, Moth Swarm Algorithm., Optimal Capacitor Location, Radial Distribution System
DOI10.9781/ijimai.2018.05.002
URLhttp://www.ijimai.org/journal/sites/default/files/files/2018/05/ijimai_5_1_14_pdf_75537.pdf
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ijimai_5_1_14.pdf2.81 MB