Reducing the search space of resource constrained DCOPs

Toshihiro Matsui, Marius Silaghi, Katsutoshi Hirayama, Makoto Yokoo, Boi Faltings, Hiroshi Matsuo

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

1 引用 (Scopus)

抜粋

Distributed constraint optimization problems (DCOPs) have been studied as a basic framework of multi-agent cooperation. The Resource Constrained DCOP (RCDCOP) is a special DCOP framework that contains n-ary hard constraints for shared resources. In RCDCOPs, for a value of a variable, a certain amount of the resource is consumed. Upper limits on the total use of resources are defined by n-ary resource constraints. To solve RCDCOPs, exact algorithms based on pseudo-trees employ virtual variables whose values represent use of the resources. Although, virtual variables allow for solving the problems without increasing the depth of the pseudo-tree, they exponentially increase the size of search spaces. Here, we reduce the search space of RCDCOPs solved by a dynamic programming method. Several boundaries of resource use are exploitable to reduce the size of the tables. To employ the boundaries, additional pre-processing and further filtering are applied. As a result, infeasible solutions are removed from the tables. Moreover, multiple elements of the tables are aggregated into fewer elements. By these modifications, redundancy of the search space is removed. One of our techniques reduces the size of the messages by an order of magnitude.

元の言語英語
ホスト出版物のタイトルPrinciples and Practice of Constraint Programming, CP 2011 - 17th International Conference, Proceedings
ページ576-590
ページ数15
DOI
出版物ステータス出版済み - 9 26 2011
イベント17th International Conference on Principles and Practice of Constraint Programming, CP 2011 - Perugia, イタリア
継続期間: 9 12 20119 16 2011

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)
6876 LNCS
ISSN(印刷物)0302-9743
ISSN(電子版)1611-3349

その他

その他17th International Conference on Principles and Practice of Constraint Programming, CP 2011
イタリア
Perugia
期間9/12/119/16/11

All Science Journal Classification (ASJC) codes

  • Theoretical Computer Science
  • Computer Science(all)

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  • これを引用

    Matsui, T., Silaghi, M., Hirayama, K., Yokoo, M., Faltings, B., & Matsuo, H. (2011). Reducing the search space of resource constrained DCOPs. : Principles and Practice of Constraint Programming, CP 2011 - 17th International Conference, Proceedings (pp. 576-590). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); 巻数 6876 LNCS). https://doi.org/10.1007/978-3-642-23786-7_44