Evolutionary synthesis of micromachines using supervisory multiobjective interactive evolutionary computation

Raffi Kamalian, Ying Zhang, Hideyuki Takagi, Alice M. Agogino

研究成果: Chapter in Book/Report/Conference proceedingConference contribution

5 被引用数 (Scopus)

抄録

A novel method of Interactive Evolutionary Computation (IEC) for the design of microelectromechanical systems (MEMS) is presented. As the main limitation of IEC is human fatigue, an alternate implementation that requires a reduced amount of human interaction is proposed. The method is applied to a multi-objective genetic algorithm, with the human in a supervisory role, providing evaluation only every nth-generation. Human interaction is applied to the evolution process by means of Pareto-rank shifting for the fitness calculation used in selection. The results of a test on 13 users shows that this IEC method can produce statistically significant better MEMS resonators than fully automated non-interactive evolutionary approaches.

本文言語英語
ホスト出版物のタイトルAdvances in Machine Learning and Cybernetics - 4th International Conference, ICMLC 2005, Revised Selected Papers
ページ428-437
ページ数10
DOI
出版ステータス出版済み - 2006
イベント4th International Conference on Machine Learning and Cybernetics, ICMLC 2005 - Guangzhou, 中国
継続期間: 8 18 20058 21 2005

出版物シリーズ

名前Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
3930 LNAI
ISSN(印刷版)0302-9743
ISSN(電子版)1611-3349

その他

その他4th International Conference on Machine Learning and Cybernetics, ICMLC 2005
国/地域中国
CityGuangzhou
Period8/18/058/21/05

All Science Journal Classification (ASJC) codes

  • 理論的コンピュータサイエンス
  • コンピュータ サイエンス(全般)

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