Hybrid metaheuristic algorithms for minimum weight dominating set

被引:45
作者
Potluri, Anupama [1 ]
Singh, Alok [1 ]
机构
[1] Univ Hyderabad, Dept Comp & Informat Sci, Hyderabad 500046, Andhra Pradesh, India
关键词
Ant-colony optimization; Constrained optimization; Dominating set; Genetic algorithm; Heuristic; WIRELESS; OPTIMIZATION; NETWORKS; ACO;
D O I
10.1016/j.asoc.2012.07.009
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Minimum weight dominating set (MWDS) finds many uses in solving problems as varied as clustering in wireless networks, multi-document summarization in information retrieval and so on. It is proven to be NP-hard, even for unit disk graphs. Many centralized and distributed, greedy and approximation algorithms have been proposed for the MWDS problem. However, all the approximation algorithms are limited to unit disk graphs which are primarily used to model wireless networks. This assumption fails when applied to other domains. In this paper, we present two metaheuristic algorithms - a hybrid genetic algorithm and a hybrid ant colony optimization algorithm - for the problem of computing minimum weight dominating set. We compare our results with that of a greedy heuristic as well as the only other metaheuristic algorithm proposed so far in the literature and show that our algorithms are far better than these algorithms. (C) 2012 Elsevier B. V. All rights reserved.
引用
收藏
页码:76 / 88
页数:13
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