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Solving Constraint Satisfaction Problew by Using Dynamics Which Can Search State-Space Globally

Research Project

Project/Area Number 14580383
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field 計算機科学
Research InstitutionKyushu Institute Of Technology

Principal Investigator

NAGAMATU Masahiro  Kyushu Institute Of Technology, Graduate School of Life Science and Systems Engineering, Professor, 大学院・生命体工学研究科, 教授 (70117307)

Project Period (FY) 2002 – 2003
Project Status Completed (Fiscal Year 2003)
Budget Amount *help
¥2,000,000 (Direct Cost: ¥2,000,000)
Fiscal Year 2003: ¥1,100,000 (Direct Cost: ¥1,100,000)
Fiscal Year 2002: ¥900,000 (Direct Cost: ¥900,000)
Keywordssatisfiability problem / constraint satisfaction problem / neural network / Lagrangian method / global state-space search
Research Abstract

For the satisfiability problem of propositional calculus (SAT), we have proposed a neural network dynamics called LPPH which is based on Lagrangian method. From experimental results it is known that this dynamics can find a solution more effectively than already proposed method. In this project, we investigate the following :
1)The LPPH is extended from a solver of the SAT to a solver of the more general constraint satisfaction problems. By experiments we show that this extension is effective. We also show the LPPH is suitable for massively parallel processing and hardware implementation.
2)To speedup the LPPH we proposed the following method : (1)reduction of the amount of computation based on the fact that at each time step only small number of variables change their values, and (2)giving different degree of importance for each type of constraint.
3)Application for automatic layout of UML class diagram.
4)Proposal of parallel execution of the LPPH.
5)Implementation of the LPPH by interconnection networks or electronic circuits.

Report

(3 results)
  • 2003 Annual Research Report   Final Research Report Summary
  • 2002 Annual Research Report
  • Research Products

    (16 results)

All Other

All Publications (16 results)

  • [Publications] Masahiro Nagamatu: "Solving Satisfiability Problem by Lagrange Programming Neural Network"Proceedings of the Second POSTECH-KYUTECH Joint Workshop on neuroinformatics. 34 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Masahiro Nagamatu, et al.: "Extensions of Lagrange Programming Neural Network for Satisfiability Problem and its Several Variations"Proceedings of 9th International Conference on Neural Information Processing. 1781-1785 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Takahiro Nakano, Masahiro Nagamatu: "Solving CSP by Lagrangian Method"Proceedings of the Third POSTECH-KYUTECH Joint Workshop on neuroinformatics. 26 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Masahiro Nagamatu, Takahiro Nakano: "An Extension of Lagrangian Method for Solving Constraint Satisfaction Problem"Proceedings of the IASTED International Conference on Artificial Intelligence and Applications. 369-374 (2004)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Masahiro Nagamatu, Takahiro Nakano: "Constraint Satisfaction Problems and Neurocomputing"Proceedings of Brain-inspired Information Technology(BrainIT 2004). 27 (2004)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Masahiro Nagamatu: "Solving Satisfiability Problem by Lagrange Programming Neural Network"Proceedings of the Second POSTECH-KYUTECH Joint Workshop on neuroinformatics. 34 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Masahiro Nagamatu, Takahiro Nakano, Naoki Hamada, Takahiro Kido, Tsuyoshi Akahoshi: "Extensions of Lagrange Programming Neural Network for Satisfiability Problem and its Several Variations"Proceedings of 9th International Conference on Neural Information Processing. 1781-1785 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Takahiro Nakano, Masahiro Nagamatu: "Solving CSP by Lagrangian Method"Proceedings of the Third POSTECH-KY JTECH Joint Workshop on neuroinformatics. 26 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Masahiro Nagamatu, Takahiro Nakano: "An Extension of Lagrangian Method for Solving Constraint Satisfaction Problem"Proceedings of the IASTED International Conference on Artificial Intelligence and Applications. 369-374 (2004)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Masahiro Nagamatu, Takahiro Nakano: "Constraint Satisfaction Problems and Neurocomputing"Proceedings of Brain-inspired Information Technology (Brain IT 2004) in, Abstracts of International Symposium on Bio-inspired Systems. 27 (2004)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Takahiro Nakano, Masahiro Nagamatu: "Solving CSP by Lagrangian Method"Proceedings of the Third POSTECH-KYUTECH Joint Workshop on neuroinformatics. (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Masahiro Nagamatu, Takahiro Nakano: "Constraint Satisfaction Problems and Neurocomputing"Abstracts of International Symposium on Bio-inspired System. 27 (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] 上原良史, 増永愛, 永松正博: "制約充足手法を用いたUMLクラス図の自動レイアウト手法"日本ファジー学会ソフトサイエンス研究部会第14回ソフトサイエンス・ワークショップ講演論文集. 94-97 (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] 張楷栄, 永松正博: "ニューラルネットワークの並列化による充足可能性問題の解放"日本ファジー学会ソフトサイエンス研究部会第14回ソフトサイエンス・ワークショップ講演論文集. 98-99 (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] 中野隆宏, 永松正博: "ラグランジュの方法を用いたCSPの解放の高速化について"日本ファジー学会ソフトサイエンス研究部会第14回ソフトサイエンス・ワークショップ講演論文集. 160-163 (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] Masahiro Nagamatu, et al.: "Extensions of Lagrange Programming Neural Network for Satisfiability Problem and its Several Variations"Proceedings of 9th International Conference on Neural Information Processing. 1781-1785 (2002)

    • Related Report
      2002 Annual Research Report

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Published: 2002-04-01   Modified: 2016-04-21  

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