Constraint-Based Local Search for Constrained Optimum Paths Problems

被引:0
|
作者
Pharm, Quang Dung [1 ]
Deville, Yves [1 ]
Van Hentenryck, Pascal [2 ]
机构
[1] Catholic Univ Louvain, B-1348 Louvain, Belgium
[2] Brown Univ, Providence, RI 02912 USA
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Constrained Optimum Path (COP) problems arise in many real-life applications and are ubiquitous in communication networks. They have been traditionally approached by dedicated algorithms, which are often hard to extend with side constraints and to apply widely. This paper proposes a constraint-based local search (CBLS) framework for COP applications, bringing the compositionality, reuse, and extensibility at the core of CBLS and CP systems. The modeling contribution is the ability to express compositional models for various COP applications at a high level of abstraction, while cleanly separating the model and the search procedure. The main technical contribution is a connected neighborhood based on rooted spanning trees to find high-quality solutions to COP problems. The framework, implemented in COMET, is applied to Resource Constrained Shortest Path (RCSP) problems (with and without side constraints) and to the edge-disjoint paths problem (EDP). Computational results show the potential significance of the approach.
引用
收藏
页码:267 / +
页数:2
相关论文
共 50 条
  • [1] LS(Graph): a constraint-based local search for constraint optimization on trees and paths
    Quang Dung Pham
    Yves Deville
    Pascal Van Hentenryck
    Constraints, 2012, 17 : 357 - 408
  • [2] LS(Graph): a constraint-based local search for constraint optimization on trees and paths
    Quang Dung Pham
    Deville, Yves
    Van Hentenryck, Pascal
    CONSTRAINTS, 2012, 17 (04) : 357 - 408
  • [3] A Local Search Modeling for Constrained Optimum Paths Problems (Extended Abstract)
    Quang Dung Pham
    Deville, Yves
    van Hentenryck, Pascal
    ELECTRONIC PROCEEDINGS IN THEORETICAL COMPUTER SCIENCE, 2009, (05): : 5 - 11
  • [4] Memoisation for Constraint-Based Local Search
    Agren, Magnus
    PRINCIPLES AND PRACTICE OF CONSTRAINT PROGRAMMING, 2009, 5732 : 119 - 126
  • [5] Distributed constraint-based local search
    Michel, Laurent
    See, Andrew
    Van Hentenryck, Pascal
    PRINCIPLES AND PRACTICE OF CONSTRAINT PROGRAMMING - CP 2006, 2006, 4204 : 344 - 358
  • [6] A constraint-based architecture for local search
    Michel, L
    Van Hentenryck, P
    ACM SIGPLAN NOTICES, 2002, 37 (11) : 101 - 110
  • [7] Constraint-based combinators for local search
    Van Hentenryck, P
    Michel, L
    Liu, LY
    PRINCIPLES AND PRACTICE OF CONSTRAINT PROGRAMMING - CP 2004, PROCEEDINGS, 2004, 3258 : 47 - 61
  • [8] A constraint-based local search backend for MiniZinc
    Gustav Björdal
    Jean-Noël Monette
    Pierre Flener
    Justin Pearson
    Constraints, 2015, 20 : 325 - 345
  • [9] A constraint-based local search backend for MiniZinc
    Bjordal, Gustav
    Monette, Jean-Noel
    Flener, Pierre
    Pearson, Justin
    CONSTRAINTS, 2015, 20 (03) : 325 - 345
  • [10] Constraint-Based Local Search for Golomb Rulers
    Polash, M. M. Alam
    Newton, M. A. Hakim
    Sattar, Abdul
    INTEGRATION OF AI AND OR TECHNIQUES IN CONSTRAINT PROGRAMMING, 2015, 9075 : 322 - 331