Parallelizing an exact algorithm for the traveling salesman problem

被引:0
作者
Burkhovetskiy, Victor Vitalyevich [1 ]
Steinberg, Boris Yakovlevich [1 ]
机构
[1] Southern Fed Univ, Inst Math Mech & Comp Sci, 8a Milchakova St, Rostov Na Donu 344090, Russia
来源
6TH INTERNATIONAL YOUNG SCIENTIST CONFERENCE ON COMPUTATIONAL SCIENCE, YSC 2017 | 2017年 / 119卷
关键词
parallel computing; tree traversal; branch-and-bound; traveling salesman problem; assignment problem;
D O I
10.1016/j.procs.2017.11.165
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We describe a project of an exact parallel algorithm for traveling salesman problems (TSPs) of large sizes. It is based on the algorithm developed by E. Balas and N. Christofides almost 40 years ago. Balas' and Christofides' algorithm uses branch-and bound, Hungarian algorithm for assignment problem, and several heuristics to effectively eliminate unnecessary branches of the solution tree. We propose several modifications (including parallelization) of the simplified version of their algorithm which should improve its performance. The modified algorithm was implemented in C++ with OpenMP and tested on graphs with around 1000 nodes. Computational results indicate a possibility of getting exact solutions of TSPs with 10000 nodes in minutes. New heuristic algorithms could be derived from the exact algorithm to solve even bigger problems. Such algorithms could be applied to genome assembly. (C) 2018 The Authors. Published by Elsevier B.V.
引用
收藏
页码:97 / 102
页数:6
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