COMPARATIVE STUDY OF SOME SOLUTION METHODS FOR TRAVELING SALESMAN PROBLEM USING GENETIC ALGORITHMS

被引:13
作者
Bhattacharyya, Malay [1 ]
Bandyopadhyay, Anup Kumar [2 ]
机构
[1] Indian Stat Inst, Machine Intelligence Unit, Kolkata 700108, India
[2] Jadavpur Univ Kolkata, Dept ETCE, Kolkata, India
关键词
Genetic algorithms; Network; Traveling salesman problem;
D O I
10.1080/01969720802492967
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Despite the existence of a number of variations of genetic algorithms for the traveling salesman problem in literature, no efforts have been made to the best of our knowledge to characterize their performance. This paper presents a detailed comparative study on some of the solution methods for the traveling salesman problem using genetic algorithms. All the operators of genetic algorithms have been given equal emphasis in the analysis. The complete simulation has been done using a number of C programs written by us for this purpose. A permanent network has been particularly considered for this task. The results shed insight on the best solution method for the problem. However, we cannot conclude how the behavior of those algorithms depends on network topology.
引用
收藏
页码:1 / 24
页数:24
相关论文
共 20 条
[1]   Approximation schemes for NP-hard geometric optimization problems: a survey [J].
Arora, S .
MATHEMATICAL PROGRAMMING, 2003, 97 (1-2) :43-69
[2]   TRAVELING SALESMAN PROBLEM - A SURVEY [J].
BELLMORE, M ;
NEHAUSE.GL .
OPERATIONS RESEARCH, 1968, 16 (03) :538-&
[3]  
BHATTACHARYYA M, 2007, P INT C INT SYST NET, P184
[4]  
Cormen T.H., 2005, INTRO ALGORITHMS, V2nd
[5]   ON A LINEAR-PROGRAMMING, COMBINATORIAL APPROACH TO THE TRAVELING-SALESMAN PROBLEM [J].
DANTZIG, GB ;
FULKERSON, DR ;
JOHNSON, SM .
OPERATIONS RESEARCH, 1959, 7 (01) :58-66
[6]  
De Jong K. A., 1975, Ph.D. Thesis
[7]  
DEJONG KA, 1992, P 2 WORKSH FDN GEN A, P19
[8]  
Dorigo M., 1997, IEEE Transactions on Evolutionary Computation, V1, P53, DOI 10.1109/4235.585892
[9]  
FOO NY, 1972, ALGEBRAIC GEOMETRIC
[10]  
Garey M. R., 1979, Computers and intractability. A guide to the theory of NP-completeness