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Fast Optimal Network Reconfiguration with Guided Initialization Based on a Simplified Network Approach

  • Mohammad Al Samman
  • , Hazlie Mokhlis*
  • , Nurulafiqah Nadzirah Mansor
  • , Hasmaini Mohamad
  • , Hadi Suyono
  • , Norazliani Md Sapari
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

Optimal Network Reconfiguration (NR) is a well-accepted approach to minimize power loss and enhance voltage profile in the Electrical Distribution Networks (EDN). Since the NR problem contains huge combinational search space, most researchers consider the meta-heuristic techniques to attain NR solution. However, these meta-heuristic techniques do not guarantee to obtain the optimal solution besides they require large processing time to converge. This is mainly due to (1) random initialization and updating of population and (2) the continuous verification of population during the search process. With the aim of reducing the computational time and improving the consistency in obtaining the optimal solution as well as minimizing power loss and enhancing the voltage profile of the EDN, this work proposes a new method based on two-stage optimizations. The proposed method introduces an approach to simplify the network into simplified network graph. Then, this approach is utilized for guided initializations and generations of the population and for the proper population's codification. The proposed method is implemented using the firefly algorithm and verified on 33-bus and 118-bus test systems. The results show the ability of the proposed method to obtain the optimal solution within fast computational time and with superior consistency compared to the conventional methods.

Original languageEnglish
Article number8952694
Pages (from-to)11948-11963
Number of pages16
JournalIEEE Access
Volume8
DOIs
Publication statusPublished - 2020

Keywords

  • Distribution system
  • firefly algorithm
  • network reconfiguration

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