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Chaotic-Moth-Flame-Algorithm Based Scheme to Design PID Controller for Benchmark AVR

  • Noroff University College
  • Universidad Internacional de La Rioja
  • Saveetha Institute of Medical and Technical Sciences (Deemed to be University)

Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

1 Scopus citations

Abstract

In automated control systems that desire a controlled outcome, an optimal controller design is essential. This study proposes a PID controller design for a benchmark Automatic Voltage Regulator (AVR) system with an optimal control setting. In the proposed work, the Moth-Flame-Optimization (MFO) algorithm is used to identify the controller parameters (Kp, Ki, Kd) in three dimensions. An improved MFO search performance is achieved using the chaotic Lorenz map, as well as an improved multiple-objective function (CMFO) is proposed in order to optimize the proposed work. The PID controller design for the AVR is optimized by using a multiple-objective function. Based on the search time required and the result of the closed-loop AVR system, the performance of the proposed CMFO is confirmed based on the validation of the attained result by the CMFO against TMFO, Firefly-Algorithm (FA), and Bat-Algorithm (BA). A traditional as well as a modified PID controller structure was utilized in the implementation of this work, and the results of the study confirm that the proposed work helped to achieve a satisfactory result when compared to the alternatives.

Original languageEnglish
Title of host publicationLecture Notes in Electrical Engineering
PublisherSpringer Science and Business Media Deutschland GmbH
Pages473-491
Number of pages19
DOIs
StatePublished - 2023

Publication series

NameLecture Notes in Electrical Engineering
Volume1077
ISSN (Print)1876-1100
ISSN (Electronic)1876-1119

Keywords

  • AVR system
  • Lorenz map
  • Moth-Flame-Optimization
  • PID controller
  • Validation

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