DocumentCode :
3360397
Title :
VLSI processor architecture for real-time GA processing and PE-VLSI design
Author :
Imai, Tetsuya ; Yoshikawa, Masaya ; Terai, Hidekazu ; Yamauchi, Hironori
Author_Institution :
Graduate Sch. of Sci. & Eng., Ritsumeikan Univ., Shiga, Japan
Volume :
3
fYear :
2004
fDate :
23-26 May 2004
Abstract :
This paper presents the VLSI processor architecture for real-time processing of genetic algorithm (GA). GA, which is widely known a general-purpose optimization method, has essential difficulties in its huge computation time and a premature convergence. As a new approach to these difficulties, it is introduced to implement distributed GA on VLSI multiprocessors (GA processor). VLSI implementation of a processor-element (PE) indicates that a PE can be 130 times faster than conventional software processing. Moreover, parallel computer simulation demonstrates that GA processor, which connects a suitable number of PE with a newly proposed hierarchical ring topology, can provide scalability according to a given problem.
Keywords :
VLSI; genetic algorithms; microprocessor chips; GA processor; PE-VLSI design; VLSI multiprocessors; VLSI processor architecture; computer simulation; distributed genetic algorithm; general-purpose optimization method; hierarchical ring topology; processor-element; real-time GA processing; software processing; Biological cells; Data processing; Genetic mutations; Pipeline processing; Process design; Very large scale integration;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Circuits and Systems, 2004. ISCAS '04. Proceedings of the 2004 International Symposium on
Print_ISBN :
0-7803-8251-X
Type :
conf
DOI :
10.1109/ISCAS.2004.1328824
Filename :
1328824
Link To Document :
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