THE RANDOM LINK APPROXIMATION FOR THE EUCLIDEAN TRAVELING SALESMAN PROBLEM

Citation
Nj. Cerf et al., THE RANDOM LINK APPROXIMATION FOR THE EUCLIDEAN TRAVELING SALESMAN PROBLEM, Journal de physique. I, 7(1), 1997, pp. 117-136
Citations number
34
Categorie Soggetti
Physics
Journal title
ISSN journal
11554304
Volume
7
Issue
1
Year of publication
1997
Pages
117 - 136
Database
ISI
SICI code
1155-4304(1997)7:1<117:TRLAFT>2.0.ZU;2-N
Abstract
The traveling salesman problem (TSP) consists of finding the length of the shortest closed tour visiting N ''cities''. We consider the Eucli dean TSP where the cities are distributed randomly and independently i n a d-dimensional unit hypercube. Working with periodic boundary condi tions and inspired by a remarkable universality in the kth nearest nei ghbor distribution, we find for the average optimum tour length [L(E)] = beta(E)(d) N-1-1/d [1 + O(1/N)] with beta(E)(2) = 0.7120 +/- 0.0002 and beta(E)(3) = 0.6979 +/- 0.0002. We then derive analytical predict ions for these quantities using the random link approximation, where t he lengths between cities are taken as independent random variables. F rom the ''cavity'' equations developed by Krauth, Mezard and Parisi, w e calculate the associated random link values beta(RL)(d) For d = 1, 2 , 3, numerical results show that the random link approximation is a go od one, with a discrepancy of less than 2.1% between beta(E)(d) and be ta(RL)(d) For large d, we argue that the approximation is exact up to O(1/d(2)) and give a conjecture for beta(E)(d), in terms of a power se ries in lid, specifying both leading and subleading coefficients.