Optimization of distribution system reliability using Dandelion Optimizer

Jia Wen Tang, Chin Leong Wooi, Wen Shan Tan, Hadi Nabipour Afrouzi, Syahrun Nizam bin Md Arshad Hashim, Yee Von Thien

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearch

Abstract

This study proposes the Dandelion Optimizer (DO), a novel nature-inspired algorithm based on dandelion plant life cycles, for optimizing lightning protection system (LPS) placement in radial distribution networks with 81 buses. The objective is to minimize System Average Interruption Frequency Index (SAIFI) and Momentary Average Interruption Frequency Index (MAIFI). The DO offers a user-friendly approach to determining optimal solutions and excels in pinpointing optimal LPS deployment locations within distribution systems, concurrently fastening the calculation of SAIFI and MAIFI. Validation involves comprehensive numerical simulations, considering lightning flashover rate, distribution feeder attributes, and LPS configuration. Comparative analysis with Grey Wolf Optimizer (GWO) and Dragonfly Algorithm (DA) affirms DO's superior performance. Notably, DO showcases better capability in finding local optima and faster convergence than GWO and DA. Applying DO to optimise the optimal placements of LPSs yields a commendable 6.16% reduction in reliability indices, surpassing GWO and DA's 6.14% and 5.14% reductions. DO also exhibits heightened convergence speed over GWO and DA.

Original languageEnglish
Title of host publication2023 Innovations in Power and Advanced Computing Technologies (i-PACT)
EditorsWan Amirul Wan Mohd Mahiyiddin, Mohammad Aminul Islam, M. Janaki, Vijaya Priya
Place of PublicationPiscataway NJ USA
PublisherIEEE, Institute of Electrical and Electronics Engineers
Number of pages8
ISBN (Electronic)9798350325188
ISBN (Print)9798350325195
DOIs
Publication statusPublished - 2023
EventInnovations in Power and Advanced Computing Technologies 2023 - Kuala Lumpur, Malaysia
Duration: 8 Dec 202310 Dec 2023
https://ieeexplore.ieee.org/xpl/conhome/10433943/proceeding (Proceedings)
https://vit.ac.in/ipact/ (Website)

Conference

ConferenceInnovations in Power and Advanced Computing Technologies 2023
Abbreviated title i-PACT 2023
Country/TerritoryMalaysia
CityKuala Lumpur
Period8/12/2310/12/23
Internet address

Keywords

  • Dandelion Optimizer (DO)
  • Dragonfly Algorithm (DA)
  • Flashover rate
  • Grey Wolf Optimizer (GWO)
  • Lightning protection system
  • MAIFI
  • SAIFI

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