DocumentCode :
323971
Title :
Evolving sorting networks using genetic programming and the rapidly reconfigurable Xilinx 6216 field-programmable gate array
Author :
Koza, John R. ; Bennett, Forrest H., III ; Hutchings, Jeffrey L. ; Bade, Stephen L. ; Keane, Martin A. ; Andre, David
Author_Institution :
Dept. of Comput. Sci., Stanford Univ., CA, USA
Volume :
1
fYear :
1997
fDate :
2-5 Nov. 1997
Firstpage :
404
Abstract :
This paper describes how the massive parallelism of the rapidly reconfigurable Xilinx XC6216 FPCA (in conjunction with Virtual Computing Corporation´s HOT Works board) can be exploited to accelerate the computationally burdensome fitness measurement task of genetic algorithms and genetic programming. This acceleration is accomplished by embodying each individual of the evolving population into hardware in order to perform this time-consuming fitness measurement task. A 16-step sorting network for seven items was evolved that has two fewer steps than the sorting network described in the 1962 O´Connor and Nelson patent on sorting networks (and the same number of steps as a 7-sorter that was devised by Floyd and Knuth (1973) subsequent to the patent and that is now known to be minimal).
Keywords :
digital signal processing chips; field programmable gate arrays; genetic algorithms; parallel architectures; parallel programming; reconfigurable architectures; sorting; HOT Works board; Virtual Computing Corporation; field-programmable gate array; fitness measurement task; genetic algorithms; genetic programming; massive parallelism; patent; population; reconfigurable Xilinx 6216 FPGA; sorting networks; Acceleration; Cities and towns; Computer science; Concurrent computing; Field programmable gate arrays; Genetic algorithms; Genetic programming; Hardware; Parallel processing; Sorting;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signals, Systems & Computers, 1997. Conference Record of the Thirty-First Asilomar Conference on
Conference_Location :
Pacific Grove, CA, USA
ISSN :
1058-6393
Print_ISBN :
0-8186-8316-3
Type :
conf
DOI :
10.1109/ACSSC.1997.680275
Filename :
680275
Link To Document :
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