DocumentCode :
3326520
Title :
Modified Particle Swarm Optimization with student T mutation (STPSO)
Author :
Imran, Muhammad ; Manzoor, Z. ; Ali, Shady ; Abbas, Q.
Author_Institution :
Dept. of Comput. & Technol., Iqra Univ., Islamabad, Pakistan
fYear :
2011
fDate :
11-13 July 2011
Firstpage :
283
Lastpage :
286
Abstract :
Particle Swarm Optimization (PSO) is a recognized algorithm for optimization problems, but suffers from premature convergence. To prevent PSO from stagnation in local minima we are going to introduce a novel mutation operator. The proposed mutation operator is based on the student T distribution. The experiment performed on standard benchmark functions represent that proposed variant improves the performance of PSO.
Keywords :
particle swarm optimisation; modified particle swarm optimization; mutation operator; premature convergence; student T mutation; Conferences; Optimization; Modified PSO; PSO; PSO with student T distribution; STPSO; Student T distribution;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Networks and Information Technology (ICCNIT), 2011 International Conference on
Conference_Location :
Abbottabad
ISSN :
2223-6317
Print_ISBN :
978-1-61284-940-9
Type :
conf
DOI :
10.1109/ICCNIT.2011.6020944
Filename :
6020944
Link To Document :
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