Particle Swarm Optimization Using the Decoding Algorithm for Nonlinear 0-1 Programming Problems

被引:0
作者
Matsui, Takeshi [1 ]
Sakawa, Masatoshi [1 ]
Kato, Kosuke [1 ]
机构
[1] Hiroshima Univ, Grad Sch Engn, Dept Artificial Complex Syst Engn, Hiroshima 730, Japan
来源
AGENT AND MULTI-AGENT SYSTEMS: TECHNOLOGIES AND APPLICATIONS, PROCEEDINGS | 2009年 / 5559卷
关键词
decoding; nonlinear; 0-1; programming; particle swarm optimization; swarm intelligence;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In general, actual various decision making situations are formulated as large scale mathematical programming problems with many decision variables and constraints. For programming problems that decision variables take value 0 or I in mathematical programming problems, we can get strict solution by the application of dynamic programming fundamentally. However, a number of the solution that we should search becomes increases by leaps and bounds as the scale of the problem becomes large. In particular, for nonlinear 0-1 programming problems, there are riot general strict solution method or approximate solution method, such as branch and bound method in case of linear 0-1 programming problems. In this research, focusing on nonlinear 0-1 programming problems, we propose an approximate solution method based on particle swarm optimization proposed by Kennedy et al. To be more specific, we develop a new particle swarm optimization method which is applicable to discrete optimization problems by incorporating the decoding algorithm.
引用
收藏
页码:670 / 676
页数:7
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