A dual dynamic migration policy for island model genetic algorithm

Alfian Akbar Gozali, Shigeru Fujimura

研究成果: Conference contribution

1 引用 (Scopus)

抜粋

The common problem in island model is the way to migrate individual from one to another island, or usually called as migration policy. Previous researches in this movement protocol could be categorized into two different approaches, diversity preservation based such as migration protocol in LIMGA and better island pursuing based such as new dynamic migration policy. The main purpose of this works is to introduce a brand-new migration mechanism called as Dual Dynamic Migration Policy (DDMP) for island model GA. DDMP will take the advantage from result pursuer of dynamic migration policy and convergence avoider of LIMGA's migration protocol. The experiment result shows that DDMP could give great result while carrying out the general optimization cases. It could produce the best score result for all cases among previous island model migration methods. This work also compares DDMP with the-best-known-so-far solution for the problem set.

元の言語English
ホスト出版物のタイトルProceedings - 2017 International Conference on Sustainable Information Engineering and Technology, SIET 2017
出版者Institute of Electrical and Electronics Engineers Inc.
ページ100-106
ページ数7
ISBN(電子版)9781538621820
DOI
出版物ステータスPublished - 2018 2 27
イベント2017 International Conference on Sustainable Information Engineering and Technology, SIET 2017 - Batu City, Indonesia
継続期間: 2017 11 242017 11 25

出版物シリーズ

名前Proceedings - 2017 International Conference on Sustainable Information Engineering and Technology, SIET 2017
2018-January

Other

Other2017 International Conference on Sustainable Information Engineering and Technology, SIET 2017
Indonesia
Batu City
期間17/11/2417/11/25

ASJC Scopus subject areas

  • Computer Networks and Communications
  • Computer Science Applications
  • Hardware and Architecture
  • Information Systems
  • Education
  • Communication

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  • これを引用

    Gozali, A. A., & Fujimura, S. (2018). A dual dynamic migration policy for island model genetic algorithm. : Proceedings - 2017 International Conference on Sustainable Information Engineering and Technology, SIET 2017 (pp. 100-106). (Proceedings - 2017 International Conference on Sustainable Information Engineering and Technology, SIET 2017; 巻数 2018-January). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/SIET.2017.8304117