A new local search algorithm with greedy crossover restart for the dominating tree problem

被引:3
|
作者
Niu, Dangdang [1 ,3 ,4 ]
Liu, Bin [1 ,3 ,4 ]
Yin, Minghao [2 ]
Zhou, Yupeng [2 ]
机构
[1] Northwest A&F Univ, Coll Informat Engn, Yangling 712100, Shaanxi, Peoples R China
[2] Northeast Normal Univ, Sch Comp Sci & Informat Technol, Changchun 130117, Peoples R China
[3] Northwest A&F Univ, Shaanxi Key Lab Agr Informat Percept & Intelligent, Yangling 712100, Peoples R China
[4] Northwest A&F Univ, Key Lab Agr Internet Things, Minist Agr & Rural Affairs, Yangling 712100, Shaanxi, Peoples R China
关键词
Combinatorial optimization; Dominating tree problem; Iterated local search; Restart; Score functions; STRATEGIES;
D O I
10.1016/j.eswa.2023.120353
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The dominating tree problem (DTP), a variant of the classical minimum dominating set problem, aims to find a dominating tree of minimum costs on a given connected, undirected and edge-weighted graph. In this paper, we design an efficient local search algorithm named LSGCR_DTP to solve DTP. To this end, we propose four new strategies to make it efficient. Firstly, we design a new connecting method for non-connected dominating sets, which no longer depends on the shortest paths between each pair of vertices used in the existing DTP solvers. Secondly, we propose a new method for improving the current feasible connected dominating sets by adding some special vertices to them. Thirdly, a vertex selection strategy for balancing the connecting property and dominating property of solution is introduced. Fourthly, a new restart strategy based on greedy mechanism and crossover operation is integrated to our local search algorithm. Experimental results show that the LSGCR_DTP algorithm can find the best solutions on about 81.5% conventional benchmarks, which outperforms state-of-the-art DTP solvers, including O_ABCDT, EA/G, ABC_DTP and GAITLS. Specially, the solution records of 7 instances are broken by LSGCR_DTP, and LSGCR_DTP can be used to solve many massive graphs with tens or even hundreds of thousand vertices which cannot be solved by the contrastive algorithm.
引用
收藏
页数:12
相关论文
共 50 条
  • [21] Construct Optimal Binary Search Tree by Using Greedy Algorithm
    Shi, Chun
    Zhao, Ming
    Li, Chunyu
    Lin, Chunlei
    Deng, Zhengjie
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON EDUCATION, MANAGEMENT AND COMPUTER SCIENCE (ICEMC 2016), 2016, 129 : 1045 - 1049
  • [22] A Novel Strategy Adaptive Genetic Algorithm with Greedy Local Search for the Permutation Flowshop Scheduling Problem
    Ganguly, Srinjoy
    Mukherjee, Swahum
    Basu, Debabrota
    Das, Swagatam
    SWARM, EVOLUTIONARY, AND MEMETIC COMPUTING, (SEMCCO 2012), 2012, 7677 : 687 - +
  • [23] A New Greedy Algorithm for d-hop Connected Dominating Set
    Li, Xianyue
    Gao, Xiaofeng
    Zhao, Chenxia
    2014 10TH INTERNATIONAL CONFERENCE ON MOBILE AD-HOC AND SENSOR NETWORKS (MSN), 2014, : 54 - 57
  • [24] A Steady-State Genetic Algorithm for the Dominating Tree Problem
    Sundar, Shyam
    SIMULATED EVOLUTION AND LEARNING (SEAL 2014), 2014, 8886 : 48 - 57
  • [25] A steady-state genetic algorithm for the dominating tree problem
    Sundar, Shyam
    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2014, 8886 : 48 - 57
  • [26] Dual-Neighborhood Search for Solving the Minimum Dominating Tree Problem
    Pan, Ze
    Wu, Xinyun
    Xiong, Caiquan
    MATHEMATICS, 2023, 11 (19)
  • [27] A hybrid local search algorithm for minimum dominating set problems
    Abed, Saad Adnan
    Rais, Helmi Md
    Watada, Junzo
    Sabar, Nasser R.
    Engineering Applications of Artificial Intelligence, 2022, 114
  • [28] A hybrid local search algorithm for minimum dominating set problems
    Abed, Saad Adnan
    Rais, Helmi Md
    Watada, Junzo
    Sabar, Nasser R.
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2022, 114
  • [29] A novel local search algorithm for the minimum capacitated dominating set
    Li, Ruizhi
    Hu, Shuli
    Zhao, Peng
    Zhou, Yupeng
    Yin, Minghao
    JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2018, 69 (06) : 849 - 863
  • [30] A greedy algorithm for the fault-tolerant outer-connected dominating set problem
    Wang, Xiaozhi
    Li, Xianyue
    Hou, Bo
    Liu, Wen
    Wu, Lidong
    Gao, Suogang
    JOURNAL OF COMBINATORIAL OPTIMIZATION, 2021, 41 (01) : 118 - 127