A survey on particle swarm optimization algorithms for multimodal function optimization

Journal of Software

Volumn 6, Issue 12 SPEC. ISSUE, 2011, Pages 2449-2455

  Liu, Yu ^a   Ling, Xiaoxi ^a,b   Shi, Zhewen ^a   Lv, Mingwei ^a   Fang, Jing ^a   Zhang, Liang ^a  

^a DALIAN UNIVERSITY OF TECHNOLOGY   (China)

^b CIVIL AVIATION FLIGHT UNIVERSITY OF CHINA   (China)

Author keywords

Evolutionary Algorithm; Multimodal Function Optimization; Particle Swarm Optimizer

Indexed keywords

CRITICAL ANALYSIS; DETERMINISTIC CROWDING; EXPERIMENTAL SYSTEM; GUIDE ALGORITHMS; MULTI-MODAL; MULTIMODAL FUNCTION OPTIMIZATION; PARTICLE SWARM OPTIMIZATION ALGORITHM; PARTICLE SWARM OPTIMIZER; SCIENTIFIC AND ENGINEERING APPLICATIONS; SELF-ADAPTIVE;

ALGORITHMS; EVOLUTIONARY ALGORITHMS;

PARTICLE SWARM OPTIMIZATION (PSO);

EID: 83455217382     PISSN: 1796217X     EISSN: None     Source Type: Journal    
DOI: 10.4304/jsw.6.12.2449-2455     Document Type: Review

References (34)

1. Mahfoud SW, "Genetic drift in sharing methods, " IEEE World Congress on Computational Intelligence. 1994, pp. 67-72.
2. Cavicchio D. J, "Reproductive adaptive plans, " Proceedings of the ACM annual conference, 1972, pp. 60-70.
3. De Jong and K. A, "Analysis of the behavior of a class of genetic adaptive systems, " [Ph. D Thesis], Michigan: University of Michigan, 1975.
4. Y. Yorozu, M. Hirano, K. Oka, and Y. Tagawa, "Electron spectroscopy studies on magneto-optical media and plastic substrate interface, " IEEE Transl. J. Magn. Japan, vol. 2, pp. 740-741, August 1987 [Digests 9th Annual Conf. Magnetics Japan, p. 301, 1982].
5. SW Mahfoud, "Crowding and preselection revisited, " Amsterdam Elsevier in Parallel Problem Solving from Nature, 1992, pp.27-36.
6. Mengshoel OJ and Goldberg D E, "Probabilistic crowding: Deterministic crowding with probabilistic replacement, " Proceedings of the Genetic and Evolutionary Computation Conference, 1999, pp. 409-416.
7. D. E. Goldberg and J. Richardson, "Genetic algorithms with sharing for multimodal function optimization, " Proceedings of the Second International Conference on Genetic Algorithms on Genetic algorithms and their application, 1987, pp. 41-49.
8. Petrowski A, "A clearing procedure as a niching method for genetic algorithms, " Proceedings of IEEE International Conference on Evolutionary Computation, 1996, pp.798-803.
9. Gan J and Warwick K, "Dynamic Niche Clustering: a fuzzy variable radius niching techniquefor multimodal optimisation in Gas, " Proceedings of the 2001 Congress on Evolutionary Computation, 2001, pp. 215-222.
10. Beasley D, Bull DR and Martin RR, "A Sequential Niche Technique for Multimodal Function Optimization, " Evolutionary Computation, 1993, pp. 101-125.
11. Li J.P., Balazs M.E., Parks G.T., et al, "A Species Conserving Genetic Algorithm for Multimodal Function Optimization, " Evolutionary Computation, 2002, pp. 207-234.
12. Thomsen R, "Multimodal optimization using crowdingbased differential evolution, " Proceedings of the 2004 Congress on Evolutionary Computation, 2004, pp. 1382-1389.
13. LN De Castro and Timmis J, "An artificial immune network for multimodal function optimization, " Proceedings of the 2002 Congress on Evolutionary Computation, 2002, pp. 699-704.
14. LN De Castro and Von Zuben FJ, "Learning and optimization using the clonal selection principle, " IEEE Transactions on Evolutionary Computation, 2002, pp. 239-251.
15. Im C.H., Kim H.K., Jung H.K., et al, "A novel algorithm for multimodal function optimization based on evolution strategy, " IEEE Transactions on Magnetics, 2004, pp. 1224-1227.
16. Kennedy J and Eberhart R, "Particle swarm optimization, " IEEE International Conference on Neural Networks, 1995, pp. 1942-1948.
17. Kennedy J, "Stereotyping: improving particle swarm performance with clusteranalysis, " Proceedings of the 2000 Congress on Evolutionary Computation, 2000, pp. 1507-1512.
18. Li T, Wei C and Pei W, "PSO with sharing for multimodal function optimization, " Proceedings of the 2003 International Conference on Neural Networks and Signal Processing, 2003, pp. 450-453.
19. Parsopoulos KE and Vrahatis MN, "On the computation of all global minimizers through particle swarm optimization, " IEEE Transactions on Evolutionary Computation, 2004, pp. 211-224.
20. Brits R, Engelbrecht AP and van den Bergh F, "A Niching Particle Swarm Optimizer, " Proceedings of the 4th Asia-Pacific Conference on Simulated Evolution and Learning, 2002, pp. 692-696.
21. Ozca and E., Yilmaz M, "Particle Swarms for Multimodal Optimization, " ICANNGA 2007, Part I, LNCS 4431, 2007, pp. 366-375.
22. Seo, J.H., et al, "Multimodal Function Optimization Based on Particle Swarm Optimization, " IEEE Transactions on Magnetics, 2006, pp. 1095-1098.
23. Li X, "A multimodal particle swarm optimizer based on fitness Euclidean-distance ratio, " Proceedings of Genetic and Evolutionary Computation Conference, 2007, pp. 78-85.
24. Li X, "Adaptively choosing neighbourhood bests using species in a particle swarm optimizer for multimodal function optimization, " Proceedings of Genetic and Evolutionary Computation Conference, 2004, pp. 105-116.
25. IWAMATSU and Masao, "Multi-Species Particle Swarm Optimizer for Multimodal Function Optimization, " I IEICE transactions on information and systems, 2006, pp. 1181-1187.
26. Bird S and Xiaodong Li, "Enhancing the robustness of a speciation-based PSO, " IEEE Congress on Evolutionary Computation, 2006, pp. 843-850.
27. Alessandro Passaro and Antonina Starita, "Particle Swarm Optimization for Multimodal Functions: A Clustering Approach, " Journal of Artificial Evolution and Applications, 2008, pp. 1-15.
28. Jang-Ho Seo, Chang-Hwan Im, Sang-Yeop Kwak, et al, "Multimodal Function Optimization based on Particle Swarm Optimization, " IEEE TRANSACTIONS ON MAGNETICS, 2006, pp. 1095-1098.
29. Jang-Ho Seo, Chang-Hwan Im, Sang-Yeop Kwak, et al, "An Improved Particle Swarm Optimization Algorithm Mimicking Territorial Dispute Between Groups for Multimodal Function Optimization Problems, " IEEE TRANSACTIONS ON MAGNETICS, 2008, pp. 1046-1049.
30. S. Bird and X. Li, "Adaptively choosing niching parameters in a PSO, " Proceedings of the 8th annual conference on Genetic and evolutionary computation, Seattle, Washington, USA, 2006, pp. 3-10.
31. C. Worasucheep, "A particle swarm optimization for highdimensional function optimization, " Electronics Computer Telecommunications and Information Technology (ECTICON), 2010 International Conference on Electrical Engineering, 2010, pp. 1045-1049.
32. Xiaodong Li, "Niching Without Niching Parameters: Particle Swarm Optimization using a Ring Topology, " IEEE Transactions on Evolutionary Computation, 2007, pp. 150-169.
33. Lizhong Xiao, Zhiqing Shao and Gang Liu, "K-means Algorithm Based on Particle Swarm Optimization Algorithm for Anomaly Intrusion Detection, " The Sixth World Congress on Control and Automation in Intelligent, 2006, pp. 5854-5858.
34. E. C. Laskari, G.C. Meletiou, Y.C. Stamatiou, et al, "Evolutionary computation based cryptanalysis: A first study, " Nonlinear Analysis, 2005, pp. 823-830.