Continuous-Space Embedding Genetic. Algorithm Applied to the Degree Constrained Minimum Spanning Tree Problem

被引:5
|
作者
Pereira, Tiago L. [1 ]
Carrano, Eduardo G. [2 ]
Takahashi, Ricardo H. C. [3 ]
Wanner, Elizabeth F. [4 ]
Neto, Oriane M. [1 ]
机构
[1] Univ Fed Minas Gerais, Dept Elect Engn, Belo Horizonte, MG, Brazil
[2] Cent Fed Educ Tecnol Minas Gerais, Belo Horizonte, MG, Brazil
[3] Univ Fed Minas Gerais, Dept Math, Belo Horizonte, MG, Brazil
[4] Univ Fed Ouro Preto, Dept Math, Belo Horizonte, MG, Brazil
来源
2009 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-5 | 2009年
关键词
D O I
10.1109/CEC.2009.4983106
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This work presents an evolutionary approach for solving a difficult problem of combinatorial optimization, the DCMST (Degree-Constrained Minimum Spanning Tree Problem). Three genetic algorithms which embed candidate solutions in the continuous space [1] are proposed here for solving the DCMST. The results achieved by these three algorithms have been compared with four other existing algorithms according to three merit criteria: i) quality of the best solution found; ii) computational effort spent by the algorithm, and; W) convergence tendency of the population. The three proposed algorithms have provided better results for both solution quality and population convergence, with reasonable computational cost, in tests performed for 25-node and 50-node test instances. The results suggest that the proposed algorithms are well suited for dealing with the problem under study.
引用
收藏
页码:1391 / +
页数:3
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