Using the primal-dual interior point algorithm within the branch-price-and-cut method

被引:26
|
作者
Munari, Pedro [1 ]
Gondzio, Jacek [2 ]
机构
[1] Univ Sao Paulo, Inst Ciencias Matemat Computacao, BR-13560970 Sao Carlos, SP, Brazil
[2] Univ Edinburgh, Sch Math, Edinburgh EH9 3JZ, Midlothian, Scotland
基金
巴西圣保罗研究基金会;
关键词
Branch-price-and-cut; Column generation; Primal-dual interior point algorithm; Vehicle routing problem; VEHICLE-ROUTING PROBLEM; SHORTEST-PATH PROBLEM; CUTTING PLANE METHOD; WARM-START STRATEGIES; COLUMN GENERATION; TIME WINDOWS; COMBINATORIAL OPTIMIZATION; INEQUALITIES; CONSTRAINTS; NUMBER;
D O I
10.1016/j.cor.2013.02.028
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Branch-price-and-cut has proven to be a powerful method for solving integer programming problems. It combines decomposition techniques with the generation of both columns and valid inequalities and relies on strong bounds to guide the search in the branch-and-bound tree. In this paper, we present how to improve the performance of a branch-price-and-cut method by using the primal-dual interior point algorithm. We discuss in detail how to deal with the challenges of using the interior point algorithm with the core components of the branch-price-and-cut method. The effort to overcome the difficulties pays off in a number of advantageous features offered by the new approach. We present the computational results of solving well-known instances of the vehicle routing problem with time windows, a challenging integer programming problem. The results indicate that the proposed approach delivers the best overall performance when compared with a similar branch-price-and-cut method which is based on the simplex algorithm. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2026 / 2036
页数:11
相关论文
共 50 条
  • [1] On a Primal-Dual Interior Point Filter Method
    Costa, M. Fernanda P.
    Fernandes, Edite M. G. P.
    NUMERICAL ANALYSIS AND APPLIED MATHEMATICS ICNAAM 2011: INTERNATIONAL CONFERENCE ON NUMERICAL ANALYSIS AND APPLIED MATHEMATICS, VOLS A-C, 2011, 1389
  • [2] Reoptimization with the primal-dual interior point method
    Gondzio, J
    Grothey, A
    SIAM JOURNAL ON OPTIMIZATION, 2003, 13 (03) : 842 - 864
  • [3] ON THE IMPLEMENTATION OF A PRIMAL-DUAL INTERIOR POINT METHOD
    Mehrotra, Sanjay
    SIAM JOURNAL ON OPTIMIZATION, 1992, 2 (04) : 575 - 601
  • [4] Primal-dual Interior Point Algorithm for Linear Programming
    Yong, Longquan
    PROCEEDINGS OF FIRST INTERNATIONAL CONFERENCE OF MODELLING AND SIMULATION, VOL II: MATHEMATICAL MODELLING, 2008, : 432 - 436
  • [5] An ε-sensitivity analysis in the primal-dual interior point method
    Kim, WJ
    Park, CK
    Park, S
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1999, 116 (03) : 629 - 639
  • [6] A primal-dual interior-point algorithm for quadratic programming
    Dominguez, Juan
    Gonzalez-Lima, Maria D.
    NUMERICAL ALGORITHMS, 2006, 42 (01) : 1 - 30
  • [7] Primal-dual interior point algorithm for penalized spectral unmixing
    Chouzenoux, Emilie
    Moussaoui, Said
    Legendre, Maxime
    Idier, Jerome
    TRAITEMENT DU SIGNAL, 2013, 30 (1-2) : 35 - 59
  • [8] A primal-dual interior-point algorithm for quadratic programming
    Juan Dominguez
    María D. González-Lima
    Numerical Algorithms, 2006, 42 : 1 - 30
  • [9] PDPSO: THE FUSION OF PRIMAL-DUAL INTERIOR POINT METHOD AND PARTICLE SWARM OPTIMIZATION ALGORITHM
    Dada, Emmanuel Gbenga
    Ramlan, Effirul Ikhwan
    MALAYSIAN JOURNAL OF COMPUTER SCIENCE, 2018, 31 (01) : 17 - 34
  • [10] PRIMAL-DUAL INTERIOR POINT MULTIGRID METHOD FOR TOPOLOGY OPTIMIZATION
    Kocvara, Michal
    Mohammed, Sudaba
    SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2016, 38 (05): : B685 - B709