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作者:

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.)

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EI SCIE

摘要:

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

关键词:

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

作者机构:

  • [ 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

通讯作者信息:

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

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来源 :

Applied Computational Electromagnetics Society Journal

ISSN: 1054-4887

年份: 2021

期: 1

卷: 36

页码: 35-40

0 . 7 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:9

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次: 2

ESI高被引论文在榜: 0 展开所有

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