An Encoding in Metaheuristics for the Minimum Communication Spanning Tree Problem

被引:3
作者
Rothlauf, Franz [1 ]
机构
[1] Johannes Gutenberg Univ Mainz, Dept Informat Syst, D-55099 Mainz, Germany
关键词
problem-specific representations; trees; metaheuristics; encodings; communication networks; ALGORITHMS; REPRESENTATIONS; APPROXIMATION;
D O I
10.1287/ijoc.1080.0310
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Problem-specific encodings can improve the performance of metaheuristics, such as genetic algorithms or simulated annealing. This paper studies the link-biased (LB) encoding, which is a tree representation, and applies metaheuristics using this encoding to the minimum communication spanning tree (MCST) problem. Given the communication requirements of the nodes, the MCST problem seeks a communication spanning tree with minimum total cost. Optimal solutions for MCST problems are similar to minimum spanning trees (MSTs), and the LB encoding exploits this property by encoding trees similar to MSTs with higher probability. The paper investigates how to systematically design problem-specific encodings for MCST problems and how to set the encoding-specific parameter that controls the bias of the LB encoding towards MSTs; it then presents performance results for various MCST problems.
引用
收藏
页码:575 / 584
页数:10
相关论文
共 39 条
  • [1] BERRY LTM, 1995, P REG TEL ENG C INT, P361
  • [2] A unified approach to coding labeled trees
    Caminiti, S
    Finocchi, I
    Petreschi, R
    [J]. LATIN 2004: THEORETICAL INFORMATICS, 2004, 2976 : 339 - 348
  • [3] Genetic algorithms for communications network design - An empirical study of the factors that influence performance
    Chou, HH
    Premkumar, G
    Chu, CH
    [J]. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2001, 5 (03) : 236 - 249
  • [4] Cohoon J. P., 1988, IEEE International Conference on Computer-Aided Design, ICCAD-88. Digest of Technical Papers (IEEE Cat. No.88CH2657-5), P452, DOI 10.1109/ICCAD.1988.122547
  • [5] Ernst AT, 1999, NETWORKS, V34, P229, DOI 10.1002/(SICI)1097-0037(199910)34:3<229::AID-NET8>3.0.CO
  • [6] 2-W
  • [7] Garey M. R., 1979, Computers and intractability. A guide to the theory of NP-completeness
  • [8] Golberg DE., 1989, Choice Reviews Online, V1989, P36, DOI DOI 10.5860/CHOICE.27-0936
  • [9] GOTTLIEB J, 2001, 2001001 ILLIGAL U IL
  • [10] Grefenstette J.J., 1985, P 1 INT C GENETIC AL, P160