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Author:

Tu, Shanshan (Tu, Shanshan.) | Rehman, Obaid U. (Rehman, Obaid U..) | Rehman, Sadaqat U. (Rehman, Sadaqat U..) | Khan, Shafi U. (Khan, Shafi U..) | Waqas, Muhammad (Waqas, Muhammad.) | Farooq, Ajmal (Farooq, Ajmal.)

Indexed by:

EI Scopus SCIE

Abstract:

Particle swarm optimizer is one of the searched based stochastic technique that has a weakness of being trapped into local optima. Thus, to tradeoff between the local and global searches and to avoid premature convergence in PSO, a new dynamic quantum-based particle swarm optimization (DQPSO) method is proposed in this work. In the proposed method a beta probability distribution technique is used to mutate the particle with the global best position of the swarm. The proposed method can ensure the particles to escape from local optima and will achieve the global optimum solution more easily. Also, to enhance the global searching capability of the proposed method, a dynamic updated formula is proposed that will keep a good balance between the local and global searches. To evaluate the merit and efficiency of the proposed DQPSO method, it has been tested on some well-known mathematical test functions and a standard benchmark problem known as Loney’s solenoid design. © ACES

Keyword:

Particle swarm optimization (PSO) Functions Solenoids Probability distributions Three term control systems Stochastic systems

Author Community:

  • [ 1 ] [Tu, Shanshan]Department of Computer Science, Beijing University of Technology, Beijing; 10024, China
  • [ 2 ] [Rehman, Obaid U.]Department of Electrical Engineering, Sarhad University of Science and IT, Peshawar; 25000, Pakistan
  • [ 3 ] [Rehman, Sadaqat U.]Department of Computer Science, Namal Institute, Mianwali; 42250, Pakistan
  • [ 4 ] [Khan, Shafi U.]Department of Electronics, Islamia College University, Peshawar; 25000, Pakistan
  • [ 5 ] [Waqas, Muhammad]Department of Computer Science & Engineering, Ghulam Ishaq Khan Institute of Engineering Sciences & Technology, Topi; 23460, Pakistan
  • [ 6 ] [Farooq, Ajmal]Department of Electrical Engineering, UET Mardan, Mardan; 25000, Pakistan

Reprint Author's Address:

  • [rehman, obaid u.]department of electrical engineering, sarhad university of science and it, peshawar; 25000, pakistan

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Source :

Applied Computational Electromagnetics Society Journal

ISSN: 1054-4887

Year: 2021

Issue: 1

Volume: 36

Page: 35-40

0 . 7 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:87

JCR Journal Grade:4

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 8

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