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Bi-level multi-objective delivery planning problems in fuzzy stochastic environments

Research Project

Project/Area Number 22710145
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Social systems engineering/Safety system
Research InstitutionHiroshima University

Principal Investigator

KATAGIRI Hideki  広島大学, 大学院・工学研究院, 准教授 (40325147)

Project Period (FY) 2010 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥3,120,000 (Direct Cost: ¥2,400,000、Indirect Cost: ¥720,000)
Fiscal Year 2011: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2010: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywordsファジィ / 確率 / 2レベル / 多目的 / 配送計画 / ファジイ / ランダム
Research Abstract

In delivery planning problems, there is often a hierarchical structure between an owner of goods and a delivery company who mutually have a cooperative relationship and different several objective functions which are usually conflict with each other. In this research, I have formulated a hierarchical multi-objective delivery planning problem as a bi-level multi-objective programming problem where decision variables are delivery route and the position of a delivery center. Furthermore, I have developed an algorithm for obtaining a satisfaction solution for not only the owner of goods but also the delivery company, in which the satisfaction solution takes account of the ambiguity contained in the knowledge of experts as well as the randomness related to stochastic factors such as customer demand.

Report

(3 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • Research Products

    (60 results)

All 2012 2011 2010 Other

All Journal Article (30 results) (of which Peer Reviewed: 30 results) Presentation (27 results) Book (3 results)

  • [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
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A hybrid algorithm based on tabu search and ant colony optimization for k-minimum spanning tree problems2012

    • Author(s)
      Hideki Katagiri, Tomohiro Hayashida, Ichiro Nishizaki, Qingqiang Guo
    • Journal Title

      Expert Systems with Applications

      Volume: 39 Issue: 5 Pages: 5681-5685

    • DOI

      10.1016/j.eswa.2011.11.103

    • Related Report
      2011 Annual Research 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
      2011 Annual Research 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
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Multiobjective evolutionary optimization of training and topology of recurrent neural networks for time-series prediction2012

    • Author(s)
      Hideki Katagiri, Ichiro Nishizaki, Tomohiro Hayashida, Takanori Kadoma
    • Journal Title

      The Computer Journal

      Volume: (in press) Issue: 3 Pages: 325-336

    • DOI

      10.1093/comjnl/bxr042

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Stackelberg solution for fuzzy random competitive location problems with demand site uncertainty2012

    • Author(s)
      Takeshi Uno, Hideki Katagiri, Kosuke Kato
    • Journal Title

      International Journal of Intelligent Decision Technologies

      Volume: (in press) Issue: 1 Pages: 69-75

    • DOI

      10.3233/idt-2012-0123

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A multi-dimensionalization of competitive facility location problem2011

    • Author(s)
      Takeshi Uno, Hideki Katagiri and Kosuke Kato
    • Journal Title

      International Journal ofInnovative Computing, Information andContr

      Volume: voi. 7no.5 Pages: 2593-2601

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Strict and efficient solution methodsfor robust programming problems withellipsoidal distributions underfuzziness2011

    • Author(s)
      Takashi Hasuike and Hideki Katagiri
    • Journal Title

      International Journal ofKnowledge Engineering and Soft Data Paradigms

      Volume: voi. 3 no.1 Pages: 57-68

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Behavioral analysis in network formation using agent-based simulation systems2011

    • Author(s)
      Tomohiro Hayashida, Ichiro Nishizaki, Hideki Katagiri and Rika Kambara
    • Journal Title

      International Journal of Knowledge Engineering and Soft Data Paradigms

      Volume: voi. 3no.3 Pages: 22-39

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Interactive multiobjective fuzzy random programming through the level set-based probability model2011

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

      Information Sciences

      Volume: Vol. 181, No. 9 Issue: 9 Pages: 1641-1650

    • DOI

      10.1016/j.ins.2011.01.003

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Interactive fuzzy random two-level linear programming through fractile criterion optimization2011

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

      Mathematical and Computer Modelling

      Volume: Vol. 54, No. 11-12 Issue: 11-12 Pages: 3153-3163

    • DOI

      10.1016/j.mcm.2011.08.006

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An interactive fuzzy satisficing methodbased on fractile criterion optimization for multiobjective stochastic integer programming problems2010

    • Author(s)
      Kosuke Kato, Masatoshi Sakawa, Hideki Katagiri and Cahit Perkgoz
    • Journal Title

      Expert Systems with Applications

      Volume: vol. 37no.8 Pages: 6012-6017

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Takeshi Matsui, Keiichi Ishimaru and Satoshi Ushiro, Long-term operation planning of district heating andcoo lingplants with contract violation penalties2010

    • Author(s)
      Masatoshi Sakawa, Hideki Katagiri, Takeshi Matsui, Keiichi Ishimaru and Satoshi Ushiro
    • Journal Title

      Scientiae Mathematicae Japonicae

      Volume: vol. 72 no.2 Pages: 185-194

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Interactive fuzzy programming based onfractile criterion optimization modelfor two-level stochastic linearprog ramming problems2010

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

      Cybernetics and Systems

      Volume: vol. 41no.7 Pages: 508-521

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Sensitivity analysis incorporating fuzzy evaluation for scaling constants of multiattribute utility functions2010

    • Author(s)
      Ichiro Nishizaki, Hideki Katagiri and Tomohiro Hayashida
    • Journal Title

      Central European Journal of Operations Research

      Volume: vol. 18 no.3 Pages: 383-396

    • NAID

      120002753669

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] An approximate solution method based on tabu search for k-minimum spanning tree problems2010

    • Author(s)
      Hideki Katagiri, Tomohiro Hayashida, Ichiro Nishizaki and Jun Ishimatsu
    • Journal Title

      International Journal of Knowledge Engineering and Soft Data Paradigms

      Volume: vol. 2no.3 Pages: 263-274

    • NAID

      120006658624

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] A facility location for fuzzy random demands in a competitive environment2010

    • Author(s)
      Takeshi Uno, Hideki Katagiri, and Kosuke Kato
    • Journal Title

      IAENG International Journal of Applied Mathematics

      Volume: vol. 40no.3 Pages: 172-177

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Sensitivity analysis for random fuzzyportfolio selection model withinvestor' s subjectivity2010

    • Author(s)
      Takashi Hasuike and Hideki Katagiri
    • Journal Title

      IAENG International Journal of Applied Mathematics

      Volume: vol. 40no.3 Pages: 185-189

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Development of solution algorithm andsen sitivity analysis for random fuzzy portfolio selection model2010

    • Author(s)
      Takashi Hasuike and Hideki Katagiri
    • Journal Title

      IAENGT ransaction on Engineering Technologies

      Volume: vol. 5 Pages: 59-70

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Takeshi Matsui, Keiichi Ishimaru and Satoshi Ushiro, Heat load predictionin district heating and cooling systems through a recurrent neuralnet work with data characteristics2010

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

      Scientiae Mathematicae Japonicae

      Volume: Vol.e-2010 Pages: 449-464

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] An interactive fuzzy satisficing method based on fractile criterion optimization for multiobjective stochastic integer programming problems2010

    • Author(s)
      Kosuke Kato
    • Journal Title

      Expert Systems with Applications

      Volume: 37 Pages: 6012-6017

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Long-term operation planning of district heating and cooling plants with contract violation penalties2010

    • Author(s)
      Masatoshi Sakawa
    • Journal Title

      Scientiae Mathematicae Japonicae

      Volume: 72 Pages: 185-194

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Interactive fuzzy programming based on fractile criterion optimization model for two-level stochastic linear programming problems2010

    • Author(s)
      Masatoshi Sakawa
    • Journal Title

      Cybernetics and Systems

      Volume: 41 Pages: 508-521

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Sensitivity analysis incorporating fuzzy evaluation for scaling constants of multiattribute utility functions2010

    • Author(s)
      Ichiro Nishizaki
    • Journal Title

      Central European Journal of Operations Research

      Volume: 18 Pages: 383-396

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An approximate solution method based on tabu search for $k$-minimum spanning tree problems2010

    • Author(s)
      Hideki Katagiri
    • Journal Title

      International Journal of Knowledge Engineering and Soft Data Paradigms

      Volume: 2 Pages: 263-274

    • NAID

      120006658624

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A facility location for fuzzy random demands in a competitive environment2010

    • Author(s)
      Takeshi Uno
    • Journal Title

      IAENG International Journal of Applied Mathematics

      Volume: 40 Pages: 172-177

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Sensitivity analysis for random fuzzy portfolio selection model with investor's subjectivity2010

    • Author(s)
      Takashi Hasuike
    • Journal Title

      IAENG International Journal of Applied Mathematics

      Volume: 40 Pages: 185-189

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Heat load prediction in district heating and cooling systems through a recurrent neural network with data characteristics2010

    • Author(s)
      Masatoshi Sakawa
    • Journal Title

      Scientiae Mathematicae Japonicae

      Volume: e-2010 Pages: 449-464

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Stackelberg solution for fuzzy random competitive location problems with demand site uncertainty

    • Author(s)
      Takeshi Uno, Hideki Katagiri, Kosuke Kato
    • Journal Title

      International Journal of Intelligent Decision Technologies(accepted)

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] A hybrid algorithm based on tabu search and ant colony optimization fork-minimum spanning tree problems

    • Author(s)
      Hideki Katagiri, Tomohiro Hayashida, Ichiro Nishizaki, Qingqiang Guo
    • Journal Title

      Expert Systems with Applications(accepted)

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Presentation] A hybrid algorithm based on memetic algorithm and tabu search for k-minimum spanning tree problems2012

    • Author(s)
      Qingqiang Guo, Hideki Katagiri, Ichiro Nishizaki, Tomohiro Hayashida
    • Organizer
      International MultiConference of Engineering and Computer Scientists 2012
    • Place of Presentation
      Hong Kong, China
    • Year and Date
      2012-03-15
    • Related Report
      2011 Annual Research Report
  • [Presentation] Stackelberg location on a tree network with fuzzy random quantities demanded2012

    • Author(s)
      Takeshi Uno, Hideki Katagiri and Kosuke Kato
    • Organizer
      International MultiConference of Engineering and Computer Scientists 2011
    • Place of Presentation
      Hong Kong, China
    • Related Report
      2011 Final Research Report
  • [Presentation] Robust-based random fuzzy mean-variance model using afuzzy reasoning method2012

    • Author(s)
      Takashi Hasuike, Hideki Katagiri and Hiroshi Tsuda
    • Organizer
      International MultiConference of Engineering and Computer Scientists 2012
    • Place of Presentation
      Hong Kong, China
    • Related Report
      2011 Final Research Report
  • [Presentation] IchiroNishizaki and Tomohiro Hayashida, Ahybrid algorithm based on me meticalgorithm and tabu search fork-minimum spanning tree problems2012

    • Author(s)
      Qingqiang Guo, Hideki Katagiri
    • Organizer
      International MultiConference of Engineering and Computer Scientists 2012
    • Place of Presentation
      Hong Kong, China
    • Related Report
      2011 Final Research Report
  • [Presentation] ルートの重要性を考慮した不確実・不確定状況下での最短路問題2011

    • Author(s)
      蓮池隆, 片桐英樹
    • Organizer
      平成23年度RIMS研究集会「不確実・不確定環境下における数理的意思決定とその周辺」
    • Place of Presentation
      京都市
    • Year and Date
      2011-11-07
    • Related Report
      2011 Annual Research Report
  • [Presentation] Interactive Multiobjective Random Fuzzy Programming Problems through the Possibility-Based Fractile Model2011

    • Author(s)
      Hideki Katagiri, Masatoshi Sakawa, Takashi Matsui
    • Organizer
      2011 IEEE International Conference on Systems, Man, and Cybernetics (IEEE SMC 2011)
    • Place of Presentation
      Anchorage, USA(招待講演)
    • Year and Date
      2011-10-28
    • Related Report
      2011 Annual Research Report
  • [Presentation] 最小k木問題に対するハイブリッドメタ戦略に基づく近似解法2011

    • Author(s)
      片桐英樹, 郭慶強, 西崎一郎, 林田智弘
    • Organizer
      第27回ファジィシステムシンポジウム
    • Place of Presentation
      福井市(招待講演)
    • Year and Date
      2011-09-14
    • Related Report
      2011 Annual Research Report
  • [Presentation] 需要量のあいまい性及び不確実性を考慮した競合施設配置問題2011

    • Author(s)
      宇野剛史, 片桐英樹, 加藤浩介
    • Organizer
      日本オペレーションズ・リサーチ学会2011年秋季研究発表会
    • Place of Presentation
      神戸市(招待講演)
    • Year and Date
      2011-09-14
    • Related Report
      2011 Annual Research Report
  • [Presentation] An Interactive Satisficing Method for Multiobjective Random Fuzzy Programming Problems through the Possibility-Based Probability Model2011

    • Author(s)
      Hideki Katagiri, Masatoshi Sakawa, Takeshi Matsui
    • Organizer
      2011 IEEE International Conference on Fuzzy Systems (Fuzz-IEEE 2011)
    • Place of Presentation
      Taipei, Taiwan(招待講演)
    • Year and Date
      2011-06-28
    • Related Report
      2011 Annual Research Report
  • [Presentation] Interactive fuzzy programming through possibility measures and probability maximization for two-level linear programming problems involving fuzzy random variable coefficients2011

    • Author(s)
      Masatoshi Sakawa, Hideki Katagiri, Takeshi Matsui
    • Organizer
      2011 IEEE International Conference on Fuzzy Systems (Fuzz-IEEE 2011)
    • Place of Presentation
      Taipei, Taiwan(招待講演)
    • Year and Date
      2011-06-28
    • Related Report
      2011 Annual Research Report
  • [Presentation] A Robust Portfolio Selection Problem based on a Confidence Interval with Investor's Subjectiviety2011

    • Author(s)
      Takashi Hasuike, Hideki Katagiri
    • Organizer
      2011 IEEE International Conference on Fuzzy Systems (Fuzz-IEEE 2011)
    • Place of Presentation
      Taipei, Taiwan(招待講演)
    • Year and Date
      2011-06-28
    • Related Report
      2011 Annual Research Report
  • [Presentation] An Interactive Fuzzy Satisficing Method for Multiobjective Stochastic Defensive Location Problems2011

    • Author(s)
      Takeshi Uno, Hideki Katagiri, Kosuke Kato
    • Organizer
      2011 IEEE International Conference on Fuzzy Systems (Fuzz-IEEE 2011)
    • Place of Presentation
      Taipei, Taiwan(招待講演)
    • Year and Date
      2011-06-28
    • Related Report
      2011 Annual Research Report
  • [Presentation] コストと信頼性を考慮した不確定状況下での最短路問題2011

    • Author(s)
      蓮池隆, 片桐英樹
    • Organizer
      第55回システム制御情報学会研究発表講演会
    • Place of Presentation
      吹田市
    • Year and Date
      2011-05-19
    • Related Report
      2011 Annual Research Report
  • [Presentation] Stackelberg location on a tree network with fuzzy random quantities demanded2011

    • Author(s)
      Takeshi Uno
    • Organizer
      International MultiConference of Engineers and Computer Scientists 2011 (IMECS2011)
    • Place of Presentation
      香港(中華人民共和国)
    • Year and Date
      2011-03-17
    • Related Report
      2010 Annual Research Report
  • [Presentation] On an exact optimal solution for a second-order cone programming problem2011

    • Author(s)
      Takashi Hasuike
    • Organizer
      International MultiConference of Engineers and Computer Scientists 2011 (IMECS2011)
    • Place of Presentation
      香港(中華人民共和国)
    • Year and Date
      2011-03-16
    • Related Report
      2010 Annual Research Report
  • [Presentation] Interactive multiobjective random fuzzy programming problems through the possibility-based fractile model2011

    • Author(s)
      Hideki Katagiri, Masatoshi Sakawa and Takeshi Matsui
    • Organizer
      2011 IEEE International Conference onSystems, Man, and Cybernetics
    • Place of Presentation
      Anchorage, Alaska
    • Related Report
      2011 Final Research Report
  • [Presentation] Interactive decision making for ashortest path problem with intervalarc lengths2011

    • Author(s)
      Takashi Hasuike and Hideki Katagiri
    • Organizer
      2011 IEEE International Conference on Granular Computing(GrC2011)
    • Place of Presentation
      Kaohsiung, Taiwan.
    • Related Report
      2011 Final Research Report
  • [Presentation] An interactive satisficing method for multiobjective random fuzzy programming problems through the possibility-based probability model2011

    • Organizer
      2011 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Taipei, Taiwan
    • Related Report
      2011 Final Research Report
  • [Presentation] A robust portfolio selection problem based on a confidence interval with investor' s subjectivity2011

    • Author(s)
      Takashi Hasuike and Hideki Katagiri
    • Organizer
      2011 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Taipei, Taiwan
    • Related Report
      2011 Final Research Report
  • [Presentation] Risk management for fuzzy random MST problem based on conditional value-at-risk2011

    • Author(s)
      Takashi Hasuike and Hideki Katagiri
    • Organizer
      2011 International Conference on Information Science and Applications
    • Place of Presentation
      JejuIsland, Korea
    • Related Report
      2011 Final Research Report
  • [Presentation] Heat load prediction through recurrent neural network using particle swarm optimization in district heating and cooling systems2010

    • Author(s)
      Keiichi Ishimaru
    • Organizer
      Joint 5th International Conference on Soft Computing and Intelligent Systems and 11th International Symposium on Advanced Intelligent Systems (ICISA2010)
    • Place of Presentation
      岡山市
    • Year and Date
      2010-12-11
    • Related Report
      2010 Annual Research Report
  • [Presentation] Stackelberg solutions for fuzzy random two-level linear programming through level sets and expectation optimization2010

    • Author(s)
      Takeshi Matsui
    • Organizer
      Joint 5th International Conference on Soft Computing and Intelligent Systems and 11th International Symposium on Advanced Intelligent Systems (ICISA2010)
    • Place of Presentation
      岡山市
    • Year and Date
      2010-12-11
    • Related Report
      2010 Annual Research Report
  • [Presentation] A Stackelberg location problem on a tree network with fuzzy random demands2010

    • Author(s)
      Takeshi Uno
    • Organizer
      The 2^<nd> KES International Symposium Intelligent Decision Technologies (KES IDT 2010)
    • Place of Presentation
      バルチモア(アメリカ合衆国)
    • Year and Date
      2010-07-30
    • Related Report
      2010 Annual Research Report
  • [Presentation] Multiobjective evolutionary optimization of training and topology of recurrent neural networks for time-series prediction2010

    • Author(s)
      Hideki Katagiri
    • Organizer
      International Conference on Information Science and Applications (ICISA2010)
    • Place of Presentation
      ソウル(大韓民国)
    • Year and Date
      2010-04-22
    • Related Report
      2010 Annual Research Report
  • [Presentation] Stackelberg solutions for fuzzy random two-level linear programming through level sets and expectation optimization2010

    • Author(s)
      Masatoshi Sakawa, Hideki Katagiri and Takeshi Matsui
    • Organizer
      Joint 5th International Conference on Soft Computing and Intelligent Systems and 11th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Okayama
    • Related Report
      2011 Final Research Report
  • [Presentation] Takeshi Matsui, Hideki Katagiri, Ishimaru and Ushiro, Heat load prediction through recurrentneural network using particle swarmoptimization in district heating andcooling systems2010

    • Author(s)
      Masatoshi Sakawa
    • Organizer
      Joint 5th International Conference on Soft Computing and Intelligent Systems and 11th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Okayama
    • Related Report
      2011 Final Research Report
  • [Presentation] Ichiro Nishizaki, Tomohiro Hayashida and Takanori Kadoma, Multiobjective evolutionaryoptimization of training and topologyof recurrent neural networks fortime-series prediction2010

    • Author(s)
      Hideki Katagiri
    • Organizer
      on Information Science and Applications
    • Place of Presentation
      Seoul, Korea
    • Related Report
      2011 Final Research Report
  • [Book] Advances in Intelligent Decision Technologies2010

    • Author(s)
      Takeshi Uno, Hideki Katagiri and Kosuke Kato
    • Related Report
      2011 Final Research Report
  • [Book] IAENG Transactions on Engineering Technologies Vblume V : Special Edition of the International MultiConference of Engineers and Computer Scientists 20102010

    • Author(s)
      Sio-Iong Ao
    • Total Pages
      593
    • Publisher
      American Institute of Physics
    • Related Report
      2010 Annual Research Report
  • [Book] Fuzzy Stochastic Multiobjective Programming2010

    • Author(s)
      Masatoshi Sakawa
    • Total Pages
      264
    • Publisher
      Springer
    • Related Report
      2010 Annual Research Report

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Published: 2010-08-23   Modified: 2016-04-21  

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