A Novel Crossover Operator in Evolutionary Algorithm for Logic Circuit Design

被引:0
作者
He, Guo-liang [1 ,2 ]
Li, Yuan-xiang [1 ]
Shi, Zhongzhi [2 ]
机构
[1] Wuhan Univ, State Key Lab Software Engn, Wuhan 430072, Peoples R China
[2] Chinese Acad Sci, Inst Comp Technol, Key Lab Intel Informat Process, Beijing, Peoples R China
来源
COMPUTATIONAL INTELLIGENCE AND INTELLIGENT SYSTEMS | 2009年 / 51卷
基金
中国国家自然科学基金;
关键词
Evolvable hardware; evolutionary algorithm; logic circuit;
D O I
10.1007/978-3-642-04962-0_13
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In recent years the evolution of digital circuits has been intensively studied. This paper proposes an elitist pool evolutionary algorithm based on novel approach in order to improve evolutionary design of logic circuits in efficiency and capability of optimization. In the process of evolution, a novel sub-circuit crossover strategy can improve the local optimization by inheriting the better parts of two parental circuits, and an adaptive mutation strategy based on importance of gene-position can maintain the diversity of a population. Experiments show that the proposed method is able to design logic circuits efficiently.
引用
收藏
页码:110 / +
页数:3
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