Loop-Wise Route Representation and Its Optimization Formulation for Symmetric Traveling Salesman Problems

被引:2
作者
Kim, Geunu [1 ]
Jin, Hyunwoo [2 ]
Kim, Mingi [1 ]
Jang, Kitae [1 ]
Jang, In Gwun [1 ]
机构
[1] Korea Adv Inst Sci & Technol KAIST, Cho Chun Shik Grad Sch Mobil, Daejeon 34051, South Korea
[2] Hyundai Motors Namyang Res & Dev Ctr, Hwaseong 18280, South Korea
关键词
Optimization; Genetic algorithms; Costs; Traveling salesman problems; Heuristic algorithms; Computational efficiency; Vehicle routing; Vehicle routing problem; traveling salesman problem; gradient-based optimization; sensitivity analysis; topology optimization; LINEAR-PROGRAMMING APPROACH; ALGORITHM; BRANCH; HEURISTICS; DESIGN; TSP;
D O I
10.1109/TITS.2023.3271313
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
This study proposes a new loop-wise route representation in which a vehicle route is represented in terms of continuous loop variables and a base route. The proposed loop-wise representation can guarantee a local route connectivity at each node with no constraint function, thereby simplifying the optimization formulation. Based on the proposed loop-wise route representation, optimization formulation is expressed for the traveling salesman problems (TSPs) in the planar graph. The performance of the proposed method is compared with that of genetic algorithm (GA) methods in four different cases of the TSPs. Numerical results show that the proposed method can determine the optimal route for the TSPs with a much higher computational efficiency, compared with the conventional GA methods.
引用
收藏
页码:9490 / 9500
页数:11
相关论文
共 51 条
[1]   A QUANTITATIVE-ANALYSIS OF THE SIMULATED ANNEALING ALGORITHM - A CASE-STUDY FOR THE TRAVELING SALESMAN PROBLEM [J].
AARTS, EHL ;
KORST, JHM ;
VANLAARHOVEN, PJM .
JOURNAL OF STATISTICAL PHYSICS, 1988, 50 (1-2) :187-206
[2]   New valid inequalities for the symmetric vehicle routing problem with simultaneous pickup and deliveries [J].
Agarwal, Yogesh Kumar ;
Venkateshan, Prahalad .
NETWORKS, 2022, 79 (04) :537-556
[3]   Efficient topology optimization in MATLAB using 88 lines of code [J].
Andreassen, Erik ;
Clausen, Anders ;
Schevenels, Mattias ;
Lazarov, Boyan S. ;
Sigmund, Ole .
STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2011, 43 (01) :1-16
[4]  
Arora J., 2004, Introduction To Optimum Design
[5]   The multiple traveling salesman problem: an overview of formulations and solution procedures [J].
Bektas, T .
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2006, 34 (03) :209-219
[6]   Ant colony optimization techniques for the vehicle routing problem [J].
Bell, JE ;
McMullen, PR .
ADVANCED ENGINEERING INFORMATICS, 2004, 18 (01) :41-48
[7]  
Bentley J. L., 1992, ORSA Journal on Computing, V4, P387, DOI 10.1287/ijoc.4.4.387
[8]   The vehicle routing problem: State of the art classification and review [J].
Braekers, Kris ;
Ramaekers, Katrien ;
Van Nieuwenhuyse, Inneke .
COMPUTERS & INDUSTRIAL ENGINEERING, 2016, 99 :300-313
[9]  
Braun H., 1991, P 1 WORKSH PAR PROBL
[10]   TOuNN: Topology Optimization using Neural Networks [J].
Chandrasekhar, Aaditya ;
Suresh, Krishnan .
STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2021, 63 (03) :1135-1149