An Ant Colony Optimization Approach for the Dominating Tree Problem

被引:0
|
作者
Sundar, Shyam [1 ]
Chaurasia, Sachchida Nand [2 ]
Singh, Alok [2 ]
机构
[1] Natl Inst Technol Raipur, Dept Comp Applicat, Raipur 492010, Chhattisgarh, India
[2] Univ Hyderabad, Sch Comp & Informat Sci, Hyderabad 500046, Telangana, India
关键词
Dominating tree problem; Combinatorial optimization; Ant Colony Optimization; Heuristic; Swarm intelligence; APPROXIMATION; NETWORKS;
D O I
10.1007/978-3-319-48959-9_13
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Dominating tree problem (DTP) seeks a tree DT with minimum total edge weight on a given edge-weighted, connected, and undirected graph so that each vertex of the graph is either a member of DT or adjacent to at least one of the vertices in DT. It is a NP-Hard problem and finds its root in providing virtual backbone for routing in wireless sensor networks. For this problem, this paper proposes an ant colony optimization (DT-ACO) approach which is different from an existing ant colony optimization (ACO) approach for the DTP. The differences lie in new strategies for two components, viz. solution construction and update of pheromone trails. These new strategies help DT-ACO in exploring high quality solutions in much lesser time in comparison to existing ACO approach as well as another swarm-based metaheuristic approach for the DTP in the literature. Computational results show that DT-ACO outperforms these two swarm-based approaches in terms of solution quality and execution time both.
引用
收藏
页码:143 / 153
页数:11
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