DocumentCode
478516
Title
Automatic Synthesis of Combinational Logic Circuit with Gene Expression-Based Clonal Selection Algorithm
Author
Gan, Zhaohui ; Shang, Tao ; Shi, Gang ; Chen, Chao
Author_Institution
Eng. Res. Center of Metall. Autom. & Meas. Technol., Minist. of Educ., Wuhan
Volume
6
fYear
2008
fDate
18-20 Oct. 2008
Firstpage
278
Lastpage
282
Abstract
Gene expression programming (GEP) is a powerful evolutionary algorithm derived from genetic algorithm and genetic programming. However, when dealing with complex problems, GEP shows quite slow convergence speed, it also probably encounters premature convergence. In this paper, gene expression-based clonal selection algorithm (GE-CSA) was proposed to synthesize combinational logic circuit, which combines the advantages of clonal selection algorithm (CSA) and GEP, overcoming some drawbacks of GEP. The circuit encoding of our proposed method is very simple and efficient. Using this method, circuits reaching design demand is automatically designed. Obtained circuits are quite compact. Two kinds of combinational logic circuit are synthesized to verify the effectiveness of our approach. The experimental results show that our proposed approach can automatically generate combinational logic circuit efficiently and effectively.
Keywords
combinational circuits; genetic algorithms; logic design; clonal selection algorithm; combinational logic circuit; evolutionary algorithm; gene expression programming; genetic algorithm; genetic programming; Circuit synthesis; Combinational circuits; Convergence; Educational technology; Encoding; Evolutionary computation; Gene expression; Genetic algorithms; Genetic programming; Logic programming;
fLanguage
English
Publisher
ieee
Conference_Titel
Natural Computation, 2008. ICNC '08. Fourth International Conference on
Conference_Location
Jinan
Print_ISBN
978-0-7695-3304-9
Type
conf
DOI
10.1109/ICNC.2008.338
Filename
4667845
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