LS(Graph): a constraint-based local search for constraint optimization on trees and paths

被引:11
|
作者
Quang Dung Pham [1 ]
Deville, Yves [2 ]
Van Hentenryck, Pascal [3 ]
机构
[1] Hanoi Univ Sci & Technol, Sch Informat & Commun Technol, Hanoi, Vietnam
[2] Catholic Univ Louvain, B-1348 Louvain, Belgium
[3] Univ Melbourne, Optimizat Res Grp, NICTA, Victoria Res Lab, Melbourne, Vic 3010, Australia
关键词
Combinatorial optimization; Constraint-based local search; Graphs; Constrained optimum trees; Constrained optimum paths; Quorumcast routing; Edge-disjoint paths; Routing and wavelength assignment with delay constraints; ROUTED OPTICAL NETWORKS; WAVELENGTH ASSIGNMENT; DISJOINT PATHS; ALGORITHMS; INFORMATION; DESIGN; TIME;
D O I
10.1007/s10601-012-9124-0
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 tree (COT) and 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 framework for COT/COP applications, bringing the compositionality, reuse, and extensibility at the core of constraint-based local search and constraint programming systems. The modeling contribution is the ability to express compositional models for various COT/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. This framework is applied to some COT/COP problems, e.g., the quorumcast routing problem, the edge-disjoint paths problem, and the routing and wavelength assignment with delay side constraints problem. Computational results show the potential importance of the approach.
引用
收藏
页码:357 / 408
页数:52
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