A Distributed Parallel Genetic Local Search with Tree-Based Migration on Irregular Network Topologies(<Special Section>Papers Selected from 2003 International Technical Conference on Circuits/Systems, Computers and Communications(ITC-CSCC 2003))
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概要
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In this paper we propose a parallel and distributed computation of genetic local search with irregular topology in distributed environments. The scheme we propose in this paper is implemented with a tree topology established on an irregular network where each computing element carries out genetic local search on its own chromosome set and communicates with its parent when the best solution of each generation is updated. We evaluate the proposed algorithm by a simulation system implemented on a PC-cluster. We test our algorithm on four types topologies: star, line, balanced binary tree and sided binary tree, and investigate the influence of communication topology and delay on the evolution process.
- 社団法人電子情報通信学会の論文
- 2004-06-01
著者
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Nakamura Morikazu
Faculty of Engineering, University of the Ryukyus
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Gong Yiyuan
Faculty Of Information Engineering University Of The Ryukyus
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Onaga Kenji
Digital Society Research Lab
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MATSUMURA Takashi
Marine System Associates
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Nakamura Morikazu
Faculty Of Information Engineering University Of The Ryukyus
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Nakamura Morikazu
Faculty Of Engineering University Of The Ryukyus
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