DocumentCode :
2590664
Title :
Genetic processing of the traveling salesman problem with the associative architecture AM3
Author :
Zickenheiner, S. ; Nicolaou, N. ; Bleck, A. ; Waldschmidt, K.
Author_Institution :
Dept. of Tech. Comput. Sci., Frankfurt Univ., Germany
fYear :
1994
fDate :
5-8 Sep 1994
Firstpage :
111
Lastpage :
116
Abstract :
This paper presents a genetic solving approach to the Traveling Salesman Problem (TSP), which can be significantly accelerated by using an associative processor architecture, called the AM3. To compile the genetic TSP algorithm, a C++ programming environment containing an associative object library is needed as well as an AM3 code interpreter to count machine instructions. Further, a recombination operator, known in the literature as “Partially Mapped Crossover” (PMX), is employed. The associative character of this operator makes it possible to reduce its time complexity from quadratic to linear (from O(n2) to O(n)). This reduction is noticeable in practice, since genetical recombination demands an increasing portion of the total run-time with growing problem size. As the TSP can be seen as a typical representative of permutation problems, it is assumed that the combination of genetic and associative processing is suitable for similar applications
Keywords :
associative processing; computational complexity; object-oriented programming; parallel programming; travelling salesman problems; AM3; AM3 code interpreter; C++ programming environment; Partially Mapped Crossover; associative architecture; associative object library; associative processing; associative processor architecture; genetic processing; genetic solving approach; genetical recombination; permutation problems; recombination operator; time complexity; traveling salesman problem; Acceleration; Associative processing; Computer architecture; Computer science; Genetics; Libraries; Organisms; Runtime; Sequences; Traveling salesman problems;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
EUROMICRO 94. System Architecture and Integration. Proceedings of the 20th EUROMICRO Conference.
Conference_Location :
Liverpool
Print_ISBN :
0-8186-6430-4
Type :
conf
DOI :
10.1109/EURMIC.1994.390400
Filename :
390400
Link To Document :
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