Solving multiobjective problems using cat swarm optimization

被引:133
|
作者
Pradhan, Pyari Mohan [1 ]
Panda, Ganapati [1 ]
机构
[1] Indian Inst Technol Bhubaneswar, Sch Elect Sci, Bhubaneswar, Orissa, India
关键词
Multiobjective problems; Evolutionary algorithm; Swarm optimization; Cat swarm optimization; Multiobjective cat swarm optimization; Pareto dominance; ALGORITHM;
D O I
10.1016/j.eswa.2011.08.157
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a new multiobjective evolutionary algorithm (MOEA) by extending the existing cat swarm optimization (CSO). It finds the nondominated solutions along the search process using the concept of Pareto dominance and uses an external archive for storing them. The performance of our proposed approach is demonstrated using standard test functions. A quantitative assessment of the proposed approach and the sensitivity test of different parameters is carried out using several performance metrics. The simulation results reveal that the proposed approach can be a better candidate for solving multiobjective problems (MOPs). (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2956 / 2964
页数:9
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