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Construction of a General Purpose Problem solving System by Metaheuristics

Research Project

Project/Area Number 13558027
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section展開研究
Research Field 計算機科学
Research InstitutionKyoto University

Principal Investigator

IBARAKI Toshihide  Kyoto University, Graduate School of Informatics, Professor, 情報学研究科, 教授 (50026192)

Co-Investigator(Kenkyū-buntansha) HORIYAMA Takashi  Kyoto University, Graduate School of Informatics, Assistant Professor, 情報学研究科, 助手 (60314530)
NONOBE Koji  Kyoto University, Graduate School of Informatics, Assistant Professor, 情報学研究科, 助手 (40324678)
YAGIURA Mutsunori  Kyoto University, Graduate School of Informatics, Lecturer, 情報学研究科, 講師 (10263120)
阿瀬 始  JFEエンジニアリング株式会社, 総合エンジニアリング事業部・制御技術部, 統括スタッフ(研究職)
HAJIME Ase  JFE Engineering Corporation, General Engineering Division, Research Manager
Project Period (FY) 2001 – 2003
Project Status Completed (Fiscal Year 2003)
Budget Amount *help
¥9,800,000 (Direct Cost: ¥9,800,000)
Fiscal Year 2003: ¥2,600,000 (Direct Cost: ¥2,600,000)
Fiscal Year 2002: ¥3,500,000 (Direct Cost: ¥3,500,000)
Fiscal Year 2001: ¥3,700,000 (Direct Cost: ¥3,700,000)
Keywordsgeneral-purpose problem solving system / combinatorial problem / metaheuristics / approximation algorithm / standard problems / 問題解決エンジン / 局所探索 / 制約充足問題 / スケジュールリング問題 / 配送計画問題 / 一般化割当問題 / 離散最適化 / スケジューリング問題 / 2次元カッティングストック問題 / 凡用アルゴリズム / 資源制約スケジューリング / 施設配置問題
Research Abstract

Recently, problems encountered in real applications become more complicated and large-scaled. Among a wide variety of problem types, we focus on those problems whose core parts can be formulated as an optimization problem ; especially as a combinatorial (or discrete) optimization problem. Our goal is to develop a general-purpose problem solving system that can deal with combinatorial optimization problems. To achieve this, we have prepared a number of standard problems so that as many problems as possible can be written in one of their forms, and developed efficient, robust and flexible approximation algorithms, all of which are based on metaheuristics. Some of them are being used in practice, incorporated into production systems of companies. Our standard problems are listed below.
・CSP (Constraint Satisfaction Problem)
・MAXSAT (MAXimum SATisfiability problem)
・RCPSP (Resource Constrained Project Scheduling Problem)
・GAP (Generalized Assignment Problem), MRGAP (Multi-Resource GAP)
・SCP (Set Covering Problem)
・VRP (Vehicle Routing Problem)
・2PP (2-dimensional Packing Problem)
・1CSTP (1-dimensional Cutting STock Problem)
・2CSTP (2-dimensional Cutting STock Problem)
・FED (Feature Extraction from Data)

Report

(4 results)
  • 2003 Annual Research Report   Final Research Report Summary
  • 2002 Annual Research Report
  • 2001 Annual Research Report
  • Research Products

    (70 results)

All Other

All Publications (70 results)

  • [Publications] K.Nonobe, T.Ibaraki: "An improved tabu search method for the weighted constraint satisfaction problem"INFOR. 39(2). 131-151 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] M.Yagiura, T.Ibaraki: "Efficient 2 and 3-flip neighborhood search algorithms for the MAX SAT : Experimental evaluation"Journal of Heuristics. 7(5). 423-442 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Horiyama, T.Ibaraki: "Translation among CNFs, characteristic models and ordered binary decision diagrams"P.Eades and T.Takaoka(eds.), Algorithms and Computation, Lecture Notes in Computer Science, Springer. 2223. 231-243 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] H.Ono, M.Yagiura, T.Ibaraki: "An index for the data size to extract decomposable structures in LAD"P.Eades and T.Takaoka(eds.), Algorithms and Computation, Lecture Notes in Computer Science, Springer. 2223. 279-290 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] R.Enkhbat, T.Ibaraki: "Global optimization algorithms for general quadratic programming"Journal of the Mongolian Mathematical Society. 5. 22-56 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] K.Nonobe, T.Ibaraki: "Formulation and tabu search algorithm for the resource constrained project scheduling problem"Essays and Surveys in Metaheuristics(MIC'99), edited by C.C.Rebeiro and P.Hanse, Kluwer Academic Publishers, Boston. 557-588 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Horiyama, T.Ibaraki: "Ordered binary decision diagrams as knowledge-bases"Artificial Intelligence. 136. 189-213 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] D.Ram Gaur, T.Ibaraki, R.Krishnamurti: "Constant ratio approximation algorithms for the rectangle stabbing problem and the rectilinear partitioning problem"Journal of Algorithms. 43. 138-152 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] S.Umetani, M.Yagiura, T.Ibaraki: "One-dimensional cutting stock problem to minimize the number of different patterns"European Journal of Operational Research. 146. 388-402 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] S.Imahori, M.Yagiura, T.Ibaraki: "Local search algorithms for the rectangle packing problem with general spatial costs"Mathematical Programming. B97. 543-569 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] S.Umetani, M.Yagiura, T.Ibaraki: "An LP-based local search to the one dimensional cutting stock problem using a given number of cutting patterns"IEICE Transaction on Fundamentals. E86-A(5). 1093-1102 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] S.Umetani, M.Yagiura, T.Ibaraki: "A local search approach to the pattern restricted one dimensional cutting stock problem"Metaheuristics : Computer Decision-Making, edited by M.G.C. Resende and J.P. de Sousa, Kluwer Academic Publishers. 673-698 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Ibaraki, S.Imahori, K.Nonobe, K.Sobue, T.Uno, M.Yagiura: "An iterated local search algorithm for routing and scheduling problem with convex time penalty functions"The Fifth Metaheuristics International Conference (MIC2003). 33-1-33-6 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] S.Imahori, M.Yagiura, S.Umetani, S.Adachi, T.Ibaraki: "Local Search Algorithms for the Two Dimensional Cutting Stock Problem with a Given Number of Patterns"The Fifth Metaheuristics International Conference (MIC2003). 35-1-35-6 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] K.Nonobe, T.Ibaraki: "A tabu search algorithm for a generalized resource constrained project scheduling problem"The Fifth Metaheuristics International Conference (MIC2003). 55-1-55-6 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] S.Umetani, M.Yagiura, T.Ibaraki: "An LP-based local search for one dimensional cutting stock problem"The Fifth Metaheuristics International Conference (MIC2003). 75-1-75-8 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] M.Yagiura, S.Iwasaki, T.Ibaraki: "A very large-scale neighborhood search algorithm for the multi-resource generalized assignment problem"The Fifth Metaheuristics International Conference (MIC2003). 83-1-83-8 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] R.Enkhbat, T.Ibaraki: "On the maximization and minimization of a quasiconvex function"Journal of Nonlinear and Convex Analysis. 4(1). 43-76 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Horiyama, T.Ibaraki: "Translation among CNFs, characteristics models and ordered binary decision diagrams"Information Processing Letters. 85(4). 191-198 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] M.Yagiura, T.Ibaraki, F.Glover: "An ejection chain approach for the generalized assignment problem"INFORMS Journal on computing. (to appear).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Ibaraki, S.Imahori, M.Kubo, T.Masuda, T.Uno, M.Yagiura: "Effective local search algorithms for routing and scheduling problems with general time window constraints"Transportation Science. (to appear).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] S.Imahori, M.Yagiura, T.Ibaraki: "Improved local search algorithms for rectangle packing problem with general spatial costs"European Journal of Operational Research. (to appear).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] K.Kogan, E.Khmelnitsky, T.Ibaraki: "Dynamic generalized assignment problems with stochastic demands and multiple agent-task relationships"Journal of Global optimization. (to appear).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] M.Yagiura, S.Iwasaki, T.Ibaraki, F.Glover: "A very large-scale neighborhood search algorithm for the multi-resource generalized assignment problem"Discrete Optimization. (to appear).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Horiyama, T.Ibaraki: "Reasoning with Ordered Binary Decision Diagrams"Discrete Applied Mathematics. (to appear).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] 柳浦睦憲, 茨木俊秀: "組合せ最適化-メタ戦略を中心として-"朝倉書店. 244 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] 茨木俊秀: "情報学のための離散数学"昭晃堂. 240 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] K.Nonobe, T.Ibaraki: "An improved tabu search method for the weighted constraint satisfaction problem"INFOR. 39(2). 131-151 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] M.Yagiura, T.Ibaraki: "Efficient 2 and 3-flip neighborhood search algorithms for the MAX SAT : Experimental evaluation"Journal of Heuristics. 7(5). 423-442 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Horiyama, T.Ibaraki: "Translation among CNFs, characteristic models and ordered binary decision diagrams"Twelfth Annual International Symposium on Algorithms and Computation (ISAAC2001) (P.Eades and T.Takaoka (eds.)) Algorithms and Computation, Lecture Notes in Computer Science (Springer). 2223. 231-243 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] H.Ono, M.Yagiura, T.Ibaraki: "An index for the data size to extract decomposable structures in LAD"Twelfth Annual International Symposium on Algorithms and Computation (ISAAC2001) (P.Eades and T.Takaoka (eds.)) Algorithms and Computation, Lecture Notes in Computer Science (Springer). 2223. 279-290 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] R.Enkhbat, T.Ibaraki: "Global optimization algorithms for general quadratic programming"Journal of the Mongolian Mathematical Society. 5. 22-56 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] K.Nonobe, T.Ibaraki: "Formulation and tabu search algorithm for the resource constrained project scheduling problem"Essays and Surveys in Metaheuristics (MIC'99) (edited by C.C.Rebeiro and P.Hansen) (Kluwer Academic Publishers, Boston). 557-588 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Horiyama, T.Ibaraki: "Ordered binary decision diagrams as knowledge-bases"Artificial Intelligence. 136. 189-213 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] D.Ram Gaur, T.Ibaraki, R.Krishnamurti: "Constant ratio approximation algorithms for the rectangle stabbing problem and the rectilinear partitioning problem"Journal of Algorithms. 43. 138-152 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] S.Umetani, M.Yagiura, T.Ibaraki: "One-dimensional cutting stock problem to minimize the number of different patterns"European Journal of Operational Research. 146. 388-402 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] S.Imahori, M.Yagiura, T.Ibaraki: "Local search algorithms for the rectangle packing problem with general spatial costs"Mathematical Programming. B97. 543-569 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] S.Umetani, M.Yagiura, T.Ibaraki: "An LP-based local search to the one dimensional cutting stock problem using a given number of cutting patterns"IEICE Transaction on Fundamentals. E86-A(5). 1093-1102 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] S.Umetani, M.Yagiura, T.Ibaraki: "A local search approach to the pattern restricted one dimensional cutting stock problem"Metaheuristics : Computer Decision-Making (edited by M.G.C.Resende and J.P.de Sousa) (Kluwer Academic Publishers). 673-698 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Ibaraki, S.Imahori, K.Nonobe, K.Sobue, T.Uno, M.Yagiura: "An iterated local search algorithm for routing and scheduling problem with convex time penalty functions"The Fifth Metaheuristics International Conference (MIC2003). 33-1-33-6 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] S.Imahori, M.Yagiura, S.Umetani, S.Adachi, T.Ibaraki: "Local Search Algorithms for the Two Dimensional Cutting Stock Problem with a Given Number of Patterns"The Fifth Metaheuristics International Conference (MIC2003). 35-1-35-6 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] K.Nonobe, T.Ibaraki: "A tabu search algorithm for a generalized resource constrained project scheduling problem"The Fifth Metaheuristics International Conference (MIC2003). 55-1-55-6 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] S.Umetani, M.Yagiura, T.Ibaraki: "An LP-based local search for one dimensional cutting stock problem"The Fifth Metaheuristics International Conference (MIC2003). 75-1-75-8 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] M.Yagiura, S.Iwasaki, T.Ibaraki: "A very large-scale neighborhood search algorithm for the multi-resource generalized assignment problem"The Fifth Metaheuristics International Conference (MIC2003). 83-1-83-8 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] R.Enkhbat, T.Ibaraki: "On the maximization and minimization of a quasiconvex function"Journal of Nonlinear and Convex Analysis. 4(1). 43-76 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Horiyama, T.Ibaraki: "Translation among CNFs, characteristic models and ordered binary decision diagrams"Information Processing Letters. 85(4). 191-198 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] M.Yagiura, T.Ibaraki, F.Glover: "An ejection chain approach for the generalized assignment problem"INFORMS Journal on Computing. (to appear).

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Ibaraki, S.Imahori, M.Kubo, T.Masuda, T.Uno, M.Yagiura: "Effective local search algorithms for routing and scheduling problems with general time window constraints"Transportation Science. (to appear).

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] S.Imahori, M.Yagiura, T.Ibaraki: "Improved local search algorithms for the rectangle packing problem with general spatial costs"European Journal of Operational Research. (to appear).

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] K.Kogan, E.Khmelnitsky, T.Ibaraki: "Dynamic generalized assignment problems with stochastic demands and multiple agent-task relationships"Journal of Global Optimization. (to appear).

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] M.Yagiura, S.Iwasaki, T.Ibaraki, F.Glover: "A very large-scale neighborhood search algorithm for the multi-resource generalized assignment problem"Discrete Optimization. (to appear).

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Horiyama, T.Ibaraki: "Reasoning with Ordered Binary Decision Diagrams"Discrete Applied Mathematics. (to appear).

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] 今堀慎治, 柳浦睦憲, 茨木俊秀: "Improved local search algorithms for the rectangle packing problem with general spatial costs"European Journal of Operational Research. (掲載予定).

    • Related Report
      2003 Annual Research Report
  • [Publications] 茨木俊秀, 今堀慎治, 久保幹雄, 増田友康, 宇野毅明, 柳浦睦憲: "Effective local search algorithms for routing and scheduling problems with general time window constraints"Transportation Science. (掲載予定).

    • Related Report
      2003 Annual Research Report
  • [Publications] 柳浦睦憲, 茨木俊秀, F.Glover: "An ejection chain approach for the generalized assignment problem"INFORMS Journal on Computing. (掲載予定).

    • Related Report
      2003 Annual Research Report
  • [Publications] 梅谷俊治, 柳浦睦憲, 茨木俊秀: "A local search approach to the pattern restricted one dimensional cutting stock problem"Metaheuristics : Computer Decision-Making. 673-698 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 今堀慎治, 柳浦睦憲, 茨木俊秀: "Local search algorithms for the rectangle packing problem with general spatial costs"Mathematical Programming. B97. 543-569 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 梅谷俊治, 柳浦睦憲, 茨木俊秀: "One-dimensional cutting stock problem to minimize the number of different patterns"European Journal of Operational Research. 146. 388-402 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 柳浦睦憲, 茨木俊秀: "組合せ最適化-メタ戦略を中心として-"朝倉書店. 237 (2001)

    • Related Report
      2003 Annual Research Report
  • [Publications] S.Umitani, M.Yagiura, T.Ibaraki: "One Dimensional Cutting Stock Problem to Minimize the Number of Different Cutting Patterns"European J. of Operational Research. 146. 388-402 (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] D.R.Gaur, T.Ibaraki, R.Krishanmurti: "Constant Ratio Approximation Algorithms for the Rectangle Stabbing Problem and the Rectilinear Partitioning Problem"J. of Algorithms. 43. 138-152 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] K.Nonobe, T.Ibaraki: "Formulation and tabu search algorithm for the resource constrained project scheduling problem"Essays and Surveys in Metaheuristics. 557-588 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Y.Karuno, H.Nagamochi, T.Ibaraki: "Better approximation ratios for the single-vehicle scheduling problems on line-shaped networks"Networks. 39(4). 203-209 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] M.Yagiura, T.Ibaraki, F.Glover: "An ejection chain approach for the generalized assignment problem"INFORMS J. on Computing. (to appear).

    • Related Report
      2002 Annual Research Report
  • [Publications] M.Yagiura, T.Ibaraki: "Efficient 2 and 3-Flip Neighborhood Search Algorithms for the MAX SAT : Experimental Evaluation"Journal if Heuristics. Vol.7, No.5. 423-442 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] K.Nonobe, T.Ibaraki: "Formulation and tabu search algorithm for the resource constrained project scheduling problem"Essays and Surveys in Metaheuristics. 557-588 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] T.Eiter, T.Ibaraki, K.Makino: "Decision lists and related Boolean functions"Decision lists and related Boolean functions. (To appear).

    • Related Report
      2001 Annual Research Report
  • [Publications] T.Eiter, T.Ibaraki, K.Makino: "Disjunctions of Horn theories and their cores"SIAM Journal on Computing. (To appear).

    • Related Report
      2001 Annual Research Report
  • [Publications] H.Nagamochi, T.Ibaraki: "Graph connectivity and its augmentation : Applications of MA orderings"Discrete Applied Mathematics. (To appear).

    • Related Report
      2001 Annual Research Report
  • [Publications] M.Yagiura, T.Ibaraki: "On Metaheuristic Algorithms for Combinatorial Optimization Problems"Systems and Computers in Japan. (To appear).

    • Related Report
      2001 Annual Research Report

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Published: 2001-04-01   Modified: 2016-04-21  

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