The travelling salesman problem with neighbourhoods: MINLP solution

被引:58
作者
Gentilini, Iacopo [1 ]
Margot, Francois [2 ]
Shimada, Kenji [1 ]
机构
[1] Carnegie Mellon Univ, Dept Mech Engn, Pittsburgh, PA 15213 USA
[2] Carnegie Mellon Univ, Tepper Sch Business, Pittsburgh, PA 15213 USA
基金
美国国家科学基金会;
关键词
non-convex and nonlinear optimization; travelling salesman problem with neighbourhoods; spatial branch-and-bound; APPROXIMATION ALGORITHMS;
D O I
10.1080/10556788.2011.648932
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The travelling salesman problem (TSP) with neighbourhoods extends the TSP to the case where each vertex of the tour is allowed to move in a given region. This NP-hard optimization problem has recently received increasing attention in several technical fields such as robotics, unmanned aerial vehicles, or utility management. In this paper, the problem is formulated as a non-convex mixed-integer nonlinear programme (MINLP) having the property that fixing all the integer variables to any integer values yield a convex nonlinear programme. This property is used to modify the global MINLP optimizer COUENNE, improving by orders of magnitude its performance and allowing the exact solution of instances large enough to be useful in applications. Computational results are presented where neighbourhoods are either polyhedra or ellipsoids in R-2 or R-3 and with the Euclidean norm as distance metric.
引用
收藏
页码:364 / 378
页数:15
相关论文
共 23 条
  • [1] [Anonymous], 2003, AMPL: A Modeling Language for Mathematical Programming
  • [2] [Anonymous], 2011, CPLEX
  • [3] Applegate D., 1998, Doc. Math., P645
  • [4] Applegate David L, 2006, TRAVELING SALESMAN P
  • [5] APPROXIMATION ALGORITHMS FOR THE GEOMETRIC COVERING SALESMAN PROBLEM
    ARKIN, EM
    HASSIN, R
    [J]. DISCRETE APPLIED MATHEMATICS, 1994, 55 (03) : 197 - 218
  • [6] Branching and bounds tightening techniques for non-convex MINLP
    Belotti, Pietro
    Lee, Jon
    Liberti, Leo
    Margot, Francois
    Waechter, Andreas
    [J]. OPTIMIZATION METHODS & SOFTWARE, 2009, 24 (4-5) : 597 - 634
  • [7] An algorithmic framework for convex mixed integer nonlinear programs
    Bonami, Pierre
    Biegler, Lorenz T.
    Conna, Andrew R.
    Cornuejols, Gerard
    Grossmann, Ignacio E.
    Laird, Carl D.
    Lee, Jon
    Lodi, Andrea
    Margot, Francois
    Sawaya, Nicolas
    Wachter, Andreas
    [J]. DISCRETE OPTIMIZATION, 2008, 5 (02) : 186 - 204
  • [8] COIN- OR, COMP INFR OP RES PRO
  • [9] Dong J, 2007, OPER RES COMPUT SCI, V37, P145
  • [10] APPROXIMATION ALGORITHMS FOR THE EUCLIDEAN TRAVELING SALESMAN PROBLEM WITH DISCRETE AND CONTINUOUS NEIGHBORHOODS
    Elbassioni, Khaled
    Fishkin, Aleksei V.
    Sitters, Rene
    [J]. INTERNATIONAL JOURNAL OF COMPUTATIONAL GEOMETRY & APPLICATIONS, 2009, 19 (02) : 173 - 193