Pham, Minh Trien and Zhang, Diahai and Koh, Chang Seop (2012) Multi-Guider and Cross-Searching Approach in Multi-Objective Particle Swarm Optimization for Electromagnetic Problems. IEEE Transactions on Magnetics, 48 (2). 539 -542.
Full text not available from this repository.Abstract
The main difference between single and multi-objective optimizations using particle swarm optimization is how the guider to locate the global optimal and Pareto optimal solutions are defined in corresponding optimization problems. In general multi-objective particle swarm optimization, only one guider is selected, and, in order to reduce the non-dominated solution for more diversity in the external archive, only crowding distance in objective space is considered. This paper presents a new approach of selecting multiple guiders to lead a swarm toward a Pareto-front. Additionally, in order to overcome the local Pareto front, mutation operator is applied for not only particles but also members in an external archive. Furthermore, aside from considering the crowding distance of solutions in objective space to maintain the diversity of solutions, the crowding distance in variable space is also taken into account. The proposed algorithm is compared with recent approaches of multi-objective optimizer in solving a multi-objective version of the TEAM 22 benchmark optimization problem with three and eight design variables.
| Item Type: | Article |
|---|---|
| Uncontrolled Keywords: | Pareto front;Pareto optimal solution;TEAM 22 benchmark optimization problem;cross-searching approach;electromagnetic problems;global optimal solution;multi-objective particle swarm optimization;multiguider approach;Pareto optimisation;computational electromagnetics;particle swarm optimisation;search problems; |
| Subjects: | Electronics and Communications > Communications Electronics and Communications |
| Divisions: | Faculty of Electronics and Telecommunications (FET) |
| Depositing User: | Prof. Xuan-Tu Tran |
| Date Deposited: | 06 Nov 2012 09:01 |
| Last Modified: | 10 Jun 2017 12:02 |
| URI: | http://eprints.uet.vnu.edu.vn/eprints/id/eprint/59 |
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