A Fast Firefly Algorithm for Function Optimization: Application to the Control of BLDC Motor

Author:

Bazi Smail,Benzid Redha,Bazi YakoubORCID,Rahhal Mohamd Mahmoud AlORCID

Abstract

Firefly Algorithm (FA) is a recent swarm intelligence first introduced by X.S. Yang in 2008. It has been widely used to solve several optimization problems. Since then, many research works were elaborated presenting modified versions intending to improve performances of the standard one. Consequently, this article aims to present an accelerated variant compared to the original Algorithm. Through the resolving of some benchmark functions to reach optimal solution, obtained results demonstrate the superiority of the suggested alternative, so-called Fast Firefly Algorithm (FFA), when faced with those of the standard FA in term of convergence fastness to the global solution according to an almost similar precision. Additionally, a successful application for the control of a brushless direct current electric motor (BLDC) motor by optimization of the Proportional Integral (PI) regulator parameters is given. These parameters are optimized by the FFA, FA, GA, PSO and ABC algorithms using the IAE, ISE, ITAE and ISTE performance criteria.

Funder

Deanship of Scientific Research at King Saud University

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Biochemistry,Instrumentation,Atomic and Molecular Physics, and Optics,Analytical Chemistry

Reference47 articles.

1. Solving systems of nonlinear equations using a modified firefly algorithm (MODFA)

2. Genetic Algorithms in Search, Optimization and Machine Learning;Goldberg,1989

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