Statistical analysis of frequency graph for traveling salesman problem

被引:1
|
作者
Wang, Yong [1 ]
机构
[1] North China Elect Power Univ, Sch Renewable Energy, Beijing 102206, Peoples R China
关键词
Traveling salesman problem; frequency graph; probability function; general term formula; SEARCH STRATEGY; ALGORITHM; OPTIMIZATION;
D O I
10.3233/IFS-141394
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Traveling salesman problem (TSP) is a typical of combinatorial optimization problem. Its objective is to find an optimal Hamiltonian circuit (OHC). It has been proven to be NP-complete. The frequency graph for TSP has been introduced in a previous paper. This article is the progressive research of the frequency graph for TSP. The probability of the edges is computed based on a frequency graph which is computed with a set of local optimal Hamiltonian paths. The bigger the probability of an edge, the more possible the edge belongs to the OHC. The value span of the probability of an edge in the OHC is derived and used to select the candidate edges to form the OHC. A variable m is noted as the number of the local optimal Hamiltonian paths with each edge. These optimal Hamiltonian paths are used to compute a frequency graph. The probability function of the edges in the OHC is derived and it is a geometric progression according to variable m. The general term formula of the probability of the edges in the OHC is simulated based on the experiments with the Euclidean TSP instances. It is used to evaluate the rightness of the generated OHC composed of the candidate edges.
引用
收藏
页码:1109 / 1118
页数:10
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