A study on a quantum-inspired evolutionary algorithm based on pair swap

被引:6
|
作者
Imabeppu, Takahiro [1 ]
Nakayama, Shigeru [1 ]
Ono, Satoshi [1 ]
机构
[1] Kagoshima Univ, Fac Engn, Dept Informat & Comp Sci, 1-21-40 Korimoto, Kagoshima 8900065, Japan
关键词
Evolutionary computation; Quantum computing; Quantum bit; Pair swap; Knapsack problem;
D O I
10.1007/s10015-007-0457-5
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
A quantum-inspired evolutionary algorithm (QEA) is proposed as a stochastic algorithm to perform combinatorial optimization problems. The QEA is evolutionary computation that uses quantum bits and superposition states in quantum computation. Although the QEA is a coarse-grained parallel algorithm, it involves many parameters that must be adjusted manually. This paper proposes a new method, named pair swap, which exchanges each best solution information between two individuals instead of migration in the QEA. Experimental results show that our proposed method is a simpler algorithm and can fi nd a high quality solution in the 0-1 knapsack problem.
引用
收藏
页码:148 / 152
页数:5
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