A learning-based path relinking algorithm for the bandwidth coloring problem

被引:10
作者
Lai, Xiangjing [1 ]
Hao, Jin-Kao [1 ,2 ]
Lu, Zhipeng [3 ]
Glover, Fred [4 ]
机构
[1] Univ Angers, LERIA, 2 Blvd Lavoisier, F-49045 Angers, France
[2] Inst Univ France, Paris, France
[3] Huazhong Univ Sci & Technol, Sch Comp Sci & Technol, SMART, Wuhan 430074, Peoples R China
[4] Univ Colorado, Engn & Sci, Boulder, CO 80309 USA
基金
中国国家自然科学基金;
关键词
Path relinking and tabu search; Learning mechanism; Bandwidth and graph coloring problems; Population-based computing; FREQUENCY ASSIGNMENT; LOCAL SEARCH; TABU SEARCH; MEMETIC ALGORITHM;
D O I
10.1016/j.engappai.2016.02.008
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a learning-based path relinking algorithm (LPR) for solving the bandwidth coloring problem and the bandwidth multicoloring problem. Based on the population path-relinking framework, the proposed algorithm integrates a learning-driven tabu optimization procedure and a path-relinking operator. LPR is assessed on two sets of 66 common benchmark instances, and achieves highly competitive results in terms of both solution quality and computational efficiency compared to the state-of-the-art algorithms in the literature. Specifically, the algorithm establishes 7 new upper bounds while matching the best known results for 56 cases. The impacts of the learning mechanism and the path relinking operators are investigated, confirming their critical role to the success of the proposed algorithm. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:81 / 91
页数:11
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