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A new physarum network based genetic algorithm for bandwidth-delay constrained least-cost multicast routing

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posted on 2015-01-01, 00:00 authored by M Liang, C Gao, Y Liu, L Tao, Zili ZhangZili Zhang
Bandwidth-delay constrained least-cost multicast routing is a typical NP-complete problem. Although some swarm-based intelligent algorithms (e.g., genetic algorithm (GA)) are proposed to solve this problem, the shortcomings of local search affect the computational effectiveness. Taking the ability of building a robust network of Physarum network model (PN), a new hybrid algorithm, Physarum network-based genetic algorithm (named as PNGA), is proposed in this paper. In PNGA, an updating strategy based on PN is used for improving the crossover operator of traditional GA, in which the same parts of parent chromosomes are reserved and the new offspring by the Physarum network model is generated. In order to estimate the effectiveness of our proposed optimized strategy, some typical genetic algorithms and the proposed PNGA are compared for solving multicast routing. The experiments show that PNGA has more efficient than original GA. More importantly, the PNGA is more robustness that is very important for solving the multicast routing problem.

History

Title of book

Advances in swarm and computational intelligence

Volume

9141

Series

Lecture notes in computer science

Chapter number

29

Pagination

273 - 280

Publisher

Springer

Place of publication

Cham, Switzerland

ISSN

0302-9743

eISSN

1611-3349

ISBN-13

9783319204710

Language

eng

Notes

6th International Conference, ICSI 2015 held in conjunction with the Second BRICS Congress, CCI 2015 Beijing, China, June 25–28, 2015 Proceedings, Part II

Publication classification

B Book chapter; B1 Book chapter

Copyright notice

2015, Springer

Extent

52

Editor/Contributor(s)

Y Tan, Y Shi, F Buarque, A Gelbukh, S Das, A Engelbrecht

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