A Hybrid Steady-State Genetic Algorithm for the Minimum Conflict Spanning Tree Problem

被引:0
|
作者
Chaubey, Punit Kumar [1 ]
Sundar, Shyam [1 ]
机构
[1] Natl Inst Technol Raipur, Dept Comp Applicat, Raipur 492010, Madhya Pradesh, India
来源
MACHINE LEARNING, OPTIMIZATION, AND DATA SCIENCE, LOD 2023, PT II | 2024年 / 14506卷
关键词
Conflict; Spanning Tree; Steady-state Genetic Algorithm; Local search; BRANCH;
D O I
10.1007/978-3-031-53966-4_15
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper studies a hybrid approach for the minimum conflict spanning tree (MCST) problem, where the MCST problem deals with finding a spanning tree (T) with the minimum number of conflicting edge-pairs. The problem finds some important real-world applications. In this hybrid approach (hSSGA), a steady-state genetic algorithm generates a child solution with the help of crossover operator and mutation operator which are applied in a mutually exclusive way, and the generated child solution is further improved through a local search based on reduction of conflicting edge-pairs. The proposed crossover operator is problem-specific operator that attempt to create a fitter child solution. All components of SSGA and local search effectively coordinate in finding a conflict-free solution or a solution with a minimal number of conflicting edge-pairs. Experimental results, particularly, on available 12 instances of type 1 benchmark instances whose conflict solutions are not known show that the proposed hybrid approach hSSGA is able to find better solution quality in comparison to state-of-the-art approaches. Also, hSSGA discovers new values on 8 instances out of 12 instances of type 1.
引用
收藏
页码:192 / 205
页数:14
相关论文
共 50 条
  • [11] A Novel Binary Firefly Algorithm for the Minimum Labeling Spanning Tree Problem
    Lin, Mugang
    Liu, Fangju
    Zhao, Huihuang
    Chen, Jianzhen
    CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES, 2020, 125 (01): : 197 - 214
  • [12] A constrained minimum spanning tree problem
    Chen, GT
    Zhang, GC
    COMPUTERS & OPERATIONS RESEARCH, 2000, 27 (09) : 867 - 875
  • [13] The Minimum Latency Problem: A Hybrid Genetic Algorithm
    Ahmed, Zakir Hussain
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2018, 18 (11): : 153 - 158
  • [14] An algorithm for solving the minimum vertex ranking spanning tree problem on interval graphs
    Nakayama, SI
    Masuyama, S
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2003, E86A (05): : 1019 - 1026
  • [15] A branch-and-cut algorithm for the minimum branch vertices spanning tree problem
    Silvestri, Selene
    Laporte, Gilbert
    Cerulli, Raffaele
    COMPUTERS & OPERATIONS RESEARCH, 2017, 81 : 322 - 332
  • [16] The multilevel capacitated minimum spanning tree problem
    Gamvros, Ioannis
    Golden, Bruce
    Raghavan, S.
    INFORMS JOURNAL ON COMPUTING, 2006, 18 (03) : 348 - 365
  • [17] A Steady-State Genetic Algorithm for the Single Machine Scheduling Problem with Periodic Machine Availability
    Chaubey P.K.
    Sundar S.
    SN Computer Science, 4 (5)
  • [18] The minimum spanning tree problem with fuzzy costs
    Janiak, Adam
    Kasperski, Adam
    FUZZY OPTIMIZATION AND DECISION MAKING, 2008, 7 (02) : 105 - 118
  • [19] The Budgeted Labeled Minimum Spanning Tree Problem
    Cerulli, Raffaele
    D'Ambrosio, Ciriaco
    Serra, Domenico
    Sorgente, Carmine
    MATHEMATICS, 2024, 12 (02)
  • [20] The minimum spanning tree problem with fuzzy costs
    Adam Janiak
    Adam Kasperski
    Fuzzy Optimization and Decision Making, 2008, 7 : 105 - 118