A study on real-time scheduling for holonic manufacturing systems - Determination of utility values based on multi-agent reinforcement learning

Koji Iwamura, Norihisa Mayumi, Yoshitaka Tanimizu, Nobuhiro Sugimura

研究成果: Conference contribution

3 引用 (Scopus)

抜粋

This paper deals with a real-time scheduling method for holonic manufacturing systems (HMS). In the previous paper, a real-time scheduling method based on utility values has been proposed and applied to the HMS. In the proposed method, all the job holons and the resource holons firstly evaluate the utility values for the cases where the holon selects the individual candidate holons for the next machining operations. The coordination holon secondly determine a suitable combination of the resource holons and the job holons which carry out the next machining operations, based on the utility values. Multi-agent reinforcement learning is newly proposed and implemented to the job holons and the resource holons, in order to improve their capabilities for evaluating the utility values of the candidate holons. The individual job holons and resource holons evaluate the suitable utility values according to the status of the HMS, by applying the proposed learning method.

元の言語English
ホスト出版物のタイトルHolonic and Multi-Agent Systems for Manufacturing - 4th International Conference on Industrial Applications of Holonic and Multi-Agent Systems, HoloMAS 2009, Proceedings
ページ135-144
ページ数10
DOI
出版物ステータスPublished - 2009 9 28
イベント4th International Conference on Industrial Applications of Holonic and Multi-Agent Systems, HoloMAS 2009 - Linz, Austria
継続期間: 2009 8 312009 9 2

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)
5696 LNAI
ISSN(印刷物)0302-9743
ISSN(電子版)1611-3349

Other

Other4th International Conference on Industrial Applications of Holonic and Multi-Agent Systems, HoloMAS 2009
Austria
Linz
期間09/8/3109/9/2

    フィンガープリント

ASJC Scopus subject areas

  • Theoretical Computer Science
  • Computer Science(all)

これを引用

Iwamura, K., Mayumi, N., Tanimizu, Y., & Sugimura, N. (2009). A study on real-time scheduling for holonic manufacturing systems - Determination of utility values based on multi-agent reinforcement learning. : Holonic and Multi-Agent Systems for Manufacturing - 4th International Conference on Industrial Applications of Holonic and Multi-Agent Systems, HoloMAS 2009, Proceedings (pp. 135-144). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); 巻数 5696 LNAI). https://doi.org/10.1007/978-3-642-03668-2_13