A Comprehensive Survey on Particle Swarm Optimization Algorithm and Its Applications

المؤلفون المشاركون

Wang, Shuihua
Zhang, Yudong
Ji, Genlin

المصدر

Mathematical Problems in Engineering

العدد

المجلد 2015، العدد 2015 (31 ديسمبر/كانون الأول 2015)، ص ص. 1-38، 38ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2015-10-07

دولة النشر

مصر

عدد الصفحات

38

التخصصات الرئيسية

هندسة مدنية

الملخص EN

Particle swarm optimization (PSO) is a heuristic global optimization method, proposed originally by Kennedy and Eberhart in 1995.

It is now one of the most commonly used optimization techniques.

This survey presented a comprehensive investigation of PSO.

On one hand, we provided advances with PSO, including its modifications (including quantum-behaved PSO, bare-bones PSO, chaotic PSO, and fuzzy PSO), population topology (as fully connected, von Neumann, ring, star, random, etc.), hybridization (with genetic algorithm, simulated annealing, Tabu search, artificial immune system, ant colony algorithm, artificial bee colony, differential evolution, harmonic search, and biogeography-based optimization), extensions (to multiobjective, constrained, discrete, and binary optimization), theoretical analysis (parameter selection and tuning, and convergence analysis), and parallel implementation (in multicore, multiprocessor, GPU, and cloud computing forms).

On the other hand, we offered a survey on applications of PSO to the following eight fields: electrical and electronic engineering, automation control systems, communication theory, operations research, mechanical engineering, fuel and energy, medicine, chemistry, and biology.

It is hoped that this survey would be beneficial for the researchers studying PSO algorithms.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Zhang, Yudong& Wang, Shuihua& Ji, Genlin. 2015. A Comprehensive Survey on Particle Swarm Optimization Algorithm and Its Applications. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-38.
https://search.emarefa.net/detail/BIM-1075093

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Zhang, Yudong…[et al.]. A Comprehensive Survey on Particle Swarm Optimization Algorithm and Its Applications. Mathematical Problems in Engineering No. 2015 (2015), pp.1-38.
https://search.emarefa.net/detail/BIM-1075093

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Zhang, Yudong& Wang, Shuihua& Ji, Genlin. A Comprehensive Survey on Particle Swarm Optimization Algorithm and Its Applications. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-38.
https://search.emarefa.net/detail/BIM-1075093

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1075093