• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Large scale multiobjective metaheuristics optimization under random and fuzzy information with applications to industry

Research Project

Project/Area Number 24310113
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Social systems engineering/Safety system
Research InstitutionHiroshima University

Principal Investigator

SAKAWA MASATOSHI  広島大学, 工学(系)研究科(研究院), 特任教授 (70093507)

Co-Investigator(Kenkyū-buntansha) NISHIZAKI Ichiro  広島大学, 工学研究院, 教授 (80231504)
MATSUI Taktshi  広島大学, 工学研究院, 助教 (50512505)
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥5,590,000 (Direct Cost: ¥4,300,000、Indirect Cost: ¥1,290,000)
Fiscal Year 2014: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2013: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2012: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords確率計画法 / ファジィ計画法 / 多目的計画法 / 大規模計画法 / メタヒューリスティックス / 最適化 / 対話型意思決定 / ファジィ変数 / ランダム変数 / 多目的システム / 多重レベルシステム / 対話型意志決定
Outline of Final Research Achievements

In this research, we dealt with large scale multiobjective nonlinear programming problems involving randomness and fuzziness and proposed optimization methods on the basis of metaheuristics such as genetic algorithms, particle swarm optimization, tabu search and so forth. Considering the imprecise nature inherent in human judgements, interactive decision making methods for the formulated problems were presented. The feasibility and effectiveness of the proposed method were demonstrated including industrial applications.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (53 results)

All 2015 2014 2013 2012

All Journal Article (40 results) (of which Peer Reviewed: 40 results) Presentation (5 results) Book (8 results)

  • [Journal Article] Heat load prediction in district heating and cooling systems through recurrent neural networks2015

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui
    • Journal Title

      International Journal of Operational Research

      Volume: in press

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Bilevel linear programming with fuzzy random variables through absolute deviation minimization2015

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui
    • Journal Title

      International Journal of Operational Research

      Volume: in press

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Interactive fuzzy stochastic multiobjective purchase and transportation planning for food retailing2015

    • Author(s)
      Masatoshi Sakawa, Hitoshi Yano, Ichiro Nishizaki
    • Journal Title

      International Journal of Operational Research

      Volume: accepted

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Interactive Fuzzy Satisficing Method for Multiobjective Linear Programming Problems with Random Fuzzy Variables Using Possibility-based Probability Model2014

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui, Hideki Katagiri
    • Journal Title

      Computational Research

      Volume: 2 Issue: 1 Pages: 5-11

    • DOI

      10.13189/cr.2014.020102

    • Related Report
      2014 Annual Research Report 2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Interactive fuzzy stochastic multi-level 0-1 programming using tabu search and probability maximization2014

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui
    • Journal Title

      Expert Systems with Applications

      Volume: 41 Issue: 6 Pages: 2957-2963

    • DOI

      10.1016/j.eswa.2013.10.027

    • Related Report
      2014 Annual Research Report 2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Interactive fuzzy multiobjective stochastic programming with simple recourse2014

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui
    • Journal Title

      International Journal of Multicriteria Decision Making

      Volume: 4 Issue: 1 Pages: 31-46

    • DOI

      10.1504/ijmcdm.2014.059962

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Interactive fuzzy stochastic two-level linear programming with simple recourse2014

    • Author(s)
      Masatoshi Sakawa, Hideki Katagiri, Takeshi Matsui
    • Journal Title

      Information Sciences

      Volume: 278 Pages: 67-75

    • DOI

      10.1016/j.ins.2014.03.020

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Multi-store food retailing problem with outsourcing purchase operation: a case study in Japan2014

    • Author(s)
      Masatoshi Sakawa, Ichiro Nishizaki, Takeshi Matsui, Tomohiro Hayashida
    • Journal Title

      International Journal of Operational Research,

      Volume: 21 Issue: 3 Pages: 293-321

    • DOI

      10.1504/ijor.2014.065410

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Defects Detection TFT Lines of Flat Panel Displays Using an Evolutionary Optimized Recurrent Neural Network2014

    • Author(s)
      H. A. Abeysundara, Hiroshi Hamori, Takeshi Matsui, Masatoshi Sakawa
    • Journal Title

      American Journal of Operations Research

      Volume: 4 Issue: 03 Pages: 113-123

    • DOI

      10.4236/ajor.2014.43011

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Path Optimization for Line Scanning on Flat Panel Displays Using Self Organizing Map2014

    • Author(s)
      H. A. Abeysundara, Hiroshi Hamori, Takeshi Matsui, Masatoshi Sakawa
    • Journal Title

      Computational Research,

      Volume: 2 Issue: 4 Pages: 63-68

    • DOI

      10.13189/cr.2014.020401

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An interactive fuzzy satisficing method for random fuzzy multiobjective linear programming problems through fractile criteria optimization with possibility2014

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui, Hideki Katagiri
    • Journal Title

      Artificial Intelligence Research

      Volume: 2 Issue: 4 Pages: 75-86

    • DOI

      10.5430/air.v2n4p75

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Interactive fuzzy programming for multiobjective fuzzy random linear programming problems through possibility-based probability maximization2014

    • Author(s)
      Hitoshi Yano, Masatoshi Sakawa
    • Journal Title

      Operational Research: An International Journal

      Volume: 14 Issue: 1 Pages: 51-69

    • DOI

      10.1007/s12351-013-0135-4

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Random fuzzy bilevel linear programming through possibility-based fractile model2013

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui
    • Journal Title

      International Journal of Machine Learning and Cybernetics (accepted)

      Volume: in press Issue: 4 Pages: 499-507

    • DOI

      10.1007/s13042-012-0145-1

    • Related Report
      2014 Annual Research Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Purchase and transportation planning for food retailing in Japan2013

    • Author(s)
      Masatoshi Sakawa, Ichiro Nishizaki, Takeshi Matsui, Tomohiro Hayashida
    • Journal Title

      Asia Pacific Management Review

      Volume: 18 Pages: 79-92

    • Related Report
      2013 Research-status Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Interactive fuzzy random cooperative two-level linear programming through level sets based probability maximization2013

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui
    • Journal Title

      Expert Systems with Applications

      Volume: 40 Issue: 4 Pages: 1400-1406

    • DOI

      10.1016/j.eswa.2012.08.048

    • Related Report
      2013 Research-status Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Interactive fuzzy programming for fuzzy random two-level linear programming problems through probability maximization with possibility2013

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui
    • Journal Title

      Expert Systems with Applications

      Volume: Vol. 40, No. 7 Issue: 7 Pages: 2487-2492

    • DOI

      10.1016/j.eswa.2012.10.052

    • Related Report
      2013 Research-status Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Interactive fuzzy random two-level linear programming based on level sets and fractile criterion optimization2013

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui
    • Journal Title

      Information Sciences

      Volume: 238 Pages: 163-175

    • DOI

      10.1016/j.ins.2013.03.003

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Interactive random fuzzy two-level programming through possibility-based probability model2013

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui
    • Journal Title

      Information Sciences

      Volume: 239 Pages: 191-200

    • DOI

      10.1016/j.ins.2013.03.024

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Interactive fuzzy programming for stochastic two-level linear programming problems through probability maximization,2013

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui
    • Journal Title

      Artificial Intelligence Research

      Volume: 2 Issue: 2 Pages: 109-124

    • DOI

      10.5430/air.v2n2p109

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Fuzzy and multiobjective purchase and transportation planning for food retailing: case study in Japan2013

    • Author(s)
      Masatoshi Sakawa, Ichiro Nishizaki, Takeshi Matsui
    • Journal Title

      International Journal of Multicriteria Decision Making

      Volume: 3 Issue: 2/3 Pages: 277-300

    • DOI

      10.1504/ijmcdm.2013.053732

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Fuzzy random noncooperative two-level linear programming through fractile models with possibility and necessity2013

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui
    • Journal Title

      Engineering Optimization (accepted)

      Volume: 45 Issue: 7 Pages: 811-833

    • DOI

      10.1080/0305215x.2012.709512

    • Related Report
      2013 Research-status Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Tabu Search-Based Interactive Fuzzy Stochastic Multi-Level 0-1 Programming2013

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui
    • Journal Title

      Computational Research

      Volume: 1 Issue: 1 Pages: 10-17

    • DOI

      10.13189/cr.2013.010102

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Defects detection on TFT lines of flat panels using a feed forward neural network2013

    • Author(s)
      H. A. Abeysundara, Hiroshi Hamori, Takeshi Matsui, Masatoshi Sakawa
    • Journal Title

      Artificial Intelligence Research

      Volume: 2 Issue: 4 Pages: 1-12

    • DOI

      10.5430/air.v2n4p1

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] An interactive fuzzy satisficing method for random fuzzy multiobjective integer programming problems through probability maximization with possibility2013

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui, Hideki Katagiri
    • Journal Title

      Fuzzy Information and Engineering

      Volume: 5 Issue: 3 Pages: 335-350

    • DOI

      10.1007/s12543-013-0146-0

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Interactive fuzzy programming for stochastic two-level linear programming problems through probability maximization2013

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui
    • Journal Title

      Artificial Intelligence Research

      Volume: (accepted)

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Interactive fuzzy multiobjective stochastic programming with simple recourse2013

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui
    • Journal Title

      International Journal of Multicriteria Decision Making

      Volume: (accepted)

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Fuzzy and multiobjective purchase and transportation planning for food retailing : case study in Japan2013

    • Author(s)
      Masatoshi Sakawa, Ichiro Nishizaki, Takeshi Matsui
    • Journal Title

      International Journal of Multicriteria Decision Making

      Volume: (accepted)

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Multi-store food retailing problem with outsourcing purchase operation : a case study in Japan2013

    • Author(s)
      Masatoshi Sakawa, Ichiro Nishizaki, Takeshi Matsui, Tomohiro Hayashida
    • Journal Title

      International Journal of Operational Research

      Volume: (accepted)

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Fuzzy multiobjective nonlinear operation planning in district heating and cooling plants2012

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui
    • Journal Title

      Fuzzy Sets and Systems

      Volume: (in press) Pages: 58-69

    • DOI

      10.1016/j.fss.2011.10.020

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Interactive fuzzy stochastic two-level integer programming through fractile criterion optimization2012

    • Author(s)
      Masatoshi Sakawa, Hideki Katagiri, Takeshi Matsui
    • Journal Title

      Operational Research

      Volume: Vol. 12, no. 2 Issue: 2 Pages: 209-227

    • DOI

      10.1007/s12351-010-0085-z

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Stackelberg solutions for fuzzy random bilevel linear programming through level sets and probability maximization2012

    • Author(s)
      Masatoshi Sakawa, Hideki Katagiri, Takeshi Matsui
    • Journal Title

      Operational Research

      Volume: Vol. 12, No. 3 Issue: 3 Pages: 271-286

    • DOI

      10.1007/s12351-010-0090-2

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Stackelberg solutions for fuzzy random two-level linear programming through probability maximization with possibility2012

    • Author(s)
      Masatoshi Sakawa, Hideki Katagiri, Takeshi Matsui
    • Journal Title

      Fuzzy Sets and Systems

      Volume: Vol. 188, No. 1 Issue: 1 Pages: 45-57

    • DOI

      10.1016/j.fss.2011.07.006

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Stackelberg solutions for random fuzzy two-level linear programming through possibility-based probability model2012

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui
    • Journal Title

      Expert Systems with Applications

      Volume: Vol. 39, No. 12 Issue: 12 Pages: 10898-10903

    • DOI

      10.1016/j.eswa.2012.03.001

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Interactive fuzzy programming for random fuzzy two-level programming problems through possibility-based fractile model2012

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui
    • Journal Title

      Expert Systems with Applications

      Volume: Vol. 39, No. 16 Issue: 16 Pages: 12599-12604

    • DOI

      10.1016/j.eswa.2012.05.024

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Interactive Multiobjective Fuzzy Random Linear Programming through Fractile Criteria2012

    • Author(s)
      Hitoshi Yano, Masatoshi Sakawa
    • Journal Title

      Advanced in Fuzzy Systems

      Volume: Vol. 2012 Pages: 1-9

    • DOI

      10.1155/2012/521080

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Fuzzy random bilevel linear programming through expectation optimization using possibility and necessity2012

    • Author(s)
      Masatoshi Sakawa, Hideki Katagiri, Takeshi Matsui
    • Journal Title

      International Journal of Machine Learning and Cybernetics

      Volume: Vol. 3, No. 3 Issue: 3 Pages: 183-192

    • DOI

      10.1007/s13042-011-0055-7

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Stackelberg solutions for fuzzy random two-level linear programming through level sets and fractile criterion optimization2012

    • Author(s)
      Masatoshi Sakawa, Hideki Katagiri
    • Journal Title

      Central European Journal of Operations Research

      Volume: 20 Pages: 101-117

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] An Interactive Fuzzy Satisficing Method for Multiobjective Stochastic Integer Programming with Simple Recourse2012

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui
    • Journal Title

      Applied Mathematics

      Volume: Vol. 2012, No. 3 Issue: 10 Pages: 1245-1251

    • DOI

      10.4236/am.2012.330180

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Interactive fuzzy programming for multi-level programming problems: a review2012

    • Author(s)
      Masatoshi Sakawa
    • Journal Title

      International Journal of Multicriteria Decision Making

      Volume: Vol. 2 Issue: 3 Pages: 241-266

    • DOI

      10.1504/ijmcdm.2012.047846

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Two-Level Purchase Problem for Food Retailing in Japan2012

    • Author(s)
      Masatoshi Sakawa, Ichiro Nishizaki, Takeshi Matsui, Tomohiro Hayashida
    • Journal Title

      American Journal of Operations Research

      Volume: Vol. 2012, No. 2 Issue: 04 Pages: 482-494

    • DOI

      10.4236/ajor.2012.24057

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] A Multiobjective Evolutionary Optimized Recurrent Neural Network for Defects Detection on Flat Panel Displays2014

    • Author(s)
      H. A. Abeysundara, Hiroshi Hamori, Takeshi Matsui, Masatoshi Sakawa
    • Organizer
      Modeling Decisions for Artificial Intelligence 2014
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      2014-10-29 – 2014-10-31
    • Related Report
      2014 Annual Research Report
  • [Presentation] A Neural Network Approach for Non-contact Defect Inspection of Flat Panel Displays2013

    • Author(s)
      H. A. Abeysundara, Hiroshi Hamori, Takeshi Matsui, Masatoshi Sakawa
    • Organizer
      17th International Conference in Knowledge Based and Intelligent Information and Engineering System (KES 2013)
    • Place of Presentation
      Kitakyushu International Conference Center, Kitakyushu, Japan
    • Related Report
      2013 Research-status Report
  • [Presentation] Particle swarm optimization combining diversification and intensification through complex networks for nonlinear programming problems2012

    • Author(s)
      Takeshi Matsui, Masatoshi Sakawa
    • Organizer
      Joint 6th International Conference on Soft Computing and Intelligent Systems and 13th International Symposium on
    • Place of Presentation
      Kobe, Japan
    • Year and Date
      2012-11-23
    • Related Report
      2012 Research-status Report
  • [Presentation] Interactive Fuzzy Stochastic Multilevel 0-1 Programming through Probability Maximization2012

    • Author(s)
      Masatoshi Sakawa, Takeshi Matsui
    • Organizer
      International Conference on Fuzzy Computation Theory and Applications
    • Place of Presentation
      Barcelona, Spain
    • Year and Date
      2012-10-07
    • Related Report
      2012 Research-status Report
  • [Presentation] Interactive Fuzzy Decision Making for Multiobjective Fuzzy Random Linear Programming Problems2012

    • Author(s)
      Hitoshi Yano, Masatoshi Sakawa
    • Organizer
      International Conference on Fuzzy Computation Theory and Applications
    • Place of Presentation
      Barcelona, Spain
    • Year and Date
      2012-10-06
    • Related Report
      2012 Research-status Report
  • [Book] 応用解析学の基礎 新装版 -複素解析,フーリエ解析・ラプラス変換-2014

    • Author(s)
      坂和 正敏
    • Total Pages
      144
    • Publisher
      森北出版
    • Related Report
      2014 Annual Research Report
  • [Book] Mathematical equivalence of simple recourse and chance constraints in linear stochastic programming. In Y. Truma (Ed.), Linear Programming: Theory, Algorithms and Applications2014

    • Author(s)
      Masatoshi Sakawa, Hitoshi Yano, Ichiro Nishizaki
    • Total Pages
      16
    • Publisher
      Nova Science Publshers
    • Related Report
      2014 Annual Research Report
  • [Book] 数理計画法入門2014

    • Author(s)
      坂和 正敏, 西崎 一郎
    • Total Pages
      176
    • Publisher
      森北出版
    • Related Report
      2014 Annual Research Report
  • [Book] Linear and Multiobjective Programming with Fuzzy Stochastic Extensions2013

    • Author(s)
      Masatoshi Sakawa, Hitoshi Yano, Ichiro Nishizaki
    • Publisher
      Springer
    • Related Report
      2013 Research-status Report
  • [Book] Multicriteria Decision Aid and Artificial Intelligence: Links, Theory, and Applications (Eds. Doumpos and Grigoroudis)2013

    • Author(s)
      Masatoshi Sakawa
    • Publisher
      John Wiley & Sons
    • Related Report
      2013 Research-status Report
  • [Book] Fuzzy Multiobjective Optimization (In Doumpos, M. and Grigoroudis, E. (Eds), Multicriteria) Decision Aid and Artificial Intelligence : Links, Theory, and Applications)2013

    • Author(s)
      Masatoshi Sakawa
    • Publisher
      John Wiley & Sons
    • Related Report
      2012 Research-status Report
  • [Book] 線形計画法の基礎と応用2012

    • Author(s)
      坂和正敏
    • Total Pages
      172
    • Publisher
      朝倉書店
    • Related Report
      2012 Research-status Report
  • [Book] 自然・社会科学者のための英文Eメールの書き方2012

    • Author(s)
      坂和正敏, 坂和秀晃, Marc Bremer
    • Total Pages
      176
    • Publisher
      朝倉書店
    • Related Report
      2012 Research-status Report

URL: 

Published: 2012-04-24   Modified: 2019-07-29  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi