NOVEL QUANTUM-INSPIRED GENETIC ALGORITHM BASED ON IMMUNITY

被引:0
|
作者
Li Ying Zhao Rongchun Zhang Yanning (School of Computer
机构
基金
中国国家自然科学基金;
关键词
Genetic Algorithm(GA); Quantum-inspired Genetic Algorithm(QGA); Immune operator; Knapsack problem;
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
A novel algorithm, the Immune Quantum-inspired Genetic Algorithm (IQGA), is proposed by introducing immune concepts and methods into Quantum-inspired Genetic Algorithm (QGA). With the condition of preserving QGA’s advantages, IQGA utilizes the characteristics and knowledge in the pending problems for restraining the repeated and ineffective operations during evolution, so as to improve the algorithm efficiency. The experimental results of the knapsack problem show that the performance of IQGA is superior to the Conventional Genetic Algorithm (CGA), the Immune Genetic Algorithm (IGA) and QGA.
引用
收藏
页码:371 / 378
页数:8
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