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Fuzzy Stochastic Programming-Based Optimal Menu Planning in Consideration of Health Problems Risk

Research Project

Project/Area Number 17K01276
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Social systems engineering/Safety system
Research InstitutionKanagawa University

Principal Investigator

Hideki Katagiri  神奈川大学, 工学部, 教授 (40325147)

Project Period (FY) 2017-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2019: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2018: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2017: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords献立作成 / 数理最適化 / ファジィ理論 / 確率論 / ファジィ / 確率計画 / 食事献立作成 / 健康 / リスク / 確率 / 最適化 / 献立 / 数理計画
Outline of Final Research Achievements

This study proposed a nutritional model that takes uncertainty into consideration based on specialized techniques such as mathematical optimization and fuzzy logic. The proposed model considers nutritional balance, cost, compatibility between individual products and frequency of appearance, as well as uncertainties such as the risk of health problems and the ambiguity contained in the knowledge and judgment of experts (nutritionists). Simulation experiments were conducted using actual data of school lunch menus in a local government in Tokyo. The experimental results were evaluated by experts such as business management (university professors) and dietitians who actually create meals in school lunch. As a result, it was shown that the menu created by the proposed model in this study could be used.

Academic Significance and Societal Importance of the Research Achievements

学術的には給食経営管理と経営工学(あるいはシステム工学や情報工学)との境界・融合分野の発展に寄与している.また,社会的意義としては,近年,健康な食事として和食や日本の給食に対する海外からの注目度は高く,日本の強みを活かしたサービス産業の発展と農林水産省が進める日本の食文化の海外展開につながる可能性を持っている.さらに,本研究の成果を発展させてソフトウェア化できれば,現場での献立作成が短時間で可能となり,栄養士や栄養教諭の働き方改革につながる可能性も有すると考える.

Report

(6 results)
  • 2021 Annual Research Report   Final Research Report ( PDF )
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (24 results)

All 2021 2020 2019 2018 2017

All Journal Article (11 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 11 results,  Open Access: 4 results) Presentation (11 results) (of which Int'l Joint Research: 3 results,  Invited: 1 results) Book (2 results)

  • [Journal Article] Menu Planning of Bento Meals Based on Mathematical Optimization Considering the Similarity of Dishes and Ingredients2021

    • Author(s)
      Kazumasa Sugawara, Kazuki Ota, Hideki Katagiri
    • Journal Title

      Proceedings of 4th International Conference on Industrial and Mechanical Engineering and Operations Management (IMEOM)

      Volume: -

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Application of scatter search with path relinking for scheduling problems with crane interference2020

    • Author(s)
      Takashi Tanizaki, Yuto Masuda, Hideki Katagiri
    • Journal Title

      Proceedings of International Symposium on Flexible Automation 2020

      Volume: - Pages: 16-21

    • DOI

      10.1115/isfa2020-9604

    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] Corporate Rating Model using Threshold Optimization and XGBoost2020

    • Author(s)
      Anda Zhang, Hirohisa Hirai, Masanobu Matsumaru, Hideki Katagiri
    • Journal Title

      Proceedings of the 3rd International Conference on Industrial and Mechanical Engineering and Operations Management

      Volume: -

    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] Theoretical and Practical Investigation of Fuzzy-AHP with Voting in QFD to Design Communication Systems for Disabled Individuals2019

    • Author(s)
      Md. Sazzad HOSSAIN, Masato TAKANOKURA, Hiromi SAKAI, Hideki KATAGIRI
    • Journal Title

      Journal of Japan Industrial Management Association

      Volume: 70 Issue: 2E Pages: 115-123

    • DOI

      10.11221/jima.70.115

    • NAID

      130007679619

    • ISSN
      1342-2618, 2187-9079
    • Year and Date
      2019-07-15
    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Application of scatter search for scheduling problem with crane interference2019

    • Author(s)
      Takashi Tanizaki, Yuto Masuda, Hideki Katagiri
    • Journal Title

      Proceedings of International Symposium on Scheduling 2019

      Volume: 1 Pages: 16-21

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] A shop location optimization with traffic generators and lines based on prediction of residents' movement2019

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

      Proceedings of the International MultiConference of Engineers and Computer Scientists 2019

      Volume: 1 Pages: 491-494

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Scheduling Algorithms Using Metaheuristics for Production Processes with Crane Interference2018

    • Author(s)
      Takashi Tanizaki, Hedeki Katagiri,António Oliveira Nzinga René
    • Journal Title

      International Journal of Automation Technology

      Volume: 12 Issue: 3 Pages: 297-307

    • DOI

      10.20965/ijat.2018.p0297

    • NAID

      130007387454

    • ISSN
      1881-7629, 1883-8022
    • Year and Date
      2018-05-05
    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Machine learning-based methods for detecting defects in glass substrate from non-contact electrical sensor data2018

    • Author(s)
      Ryota Wakamatsu, Takeshi Uno, Hideki Katagiri
    • Journal Title

      Proceedings of the World Congress on Engineering 2018 (WCE2018)

      Volume: 1 Pages: 90-95

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Possibilistic Stackelberg solutions to bilevel linear programming problems with fuzzy parameters2017

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

      Journal of Intelligent & Fuzzy Systems

      Volume: 32 Issue: 6 Pages: 4485-4501

    • DOI

      10.3233/jifs-169213

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Select this result for bulk action An objective formulation of membership function based on fuzzy entropy and pairwise comparison2017

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

      Journal of Intelligent & Fuzzy Systems

      Volume: 32 Issue: 6 Pages: 4443-4452

    • DOI

      10.3233/jifs-169210

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Possibility/Necessity-Based Probabilistic Expectation Models for Linear Programming Problems with Discrete Fuzzy Random Variables2017

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

      Symmetry

      Volume: 9 Issue: 11 Pages: 254-254

    • DOI

      10.3390/sym9110254

    • NAID

      120007037458

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] 数理最適化に基づく仕出し弁当の献立作成2021

    • Author(s)
      菅原一将,太田和希,片桐英樹
    • Organizer
      日本経営工学会2021年度春季大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 下調理の手間と食材の重量を考慮した組合せ最適化に基づく学校給食の献立作成2021

    • Author(s)
      髙橋淳,片桐英樹
    • Organizer
      日本経営工学会2021年度春季大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 現場の様々な制約を考慮した数理最適化に基づく弁当の献立作成2021

    • Author(s)
      太田和希,片桐英樹
    • Organizer
      日本経営システム学会 経営モデル研究部会 2021年度第1回
    • Related Report
      2021 Annual Research Report
  • [Presentation] 組合せ最適化に基づく学校給食現場の様々な制約を考慮した自動献立作成2021

    • Author(s)
      髙橋淳,片桐英樹,風見公子
    • Organizer
      第16回日本給食経営管理学会学術総会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 組合せ最適化に基づいた現場の制約を考慮した学校給食の献立作成2020

    • Author(s)
      髙橋淳,片桐英樹
    • Organizer
      日本経営システム学会
    • Related Report
      2020 Research-status Report
  • [Presentation] Demand forecasting of boxed lunch through a state-space model using time-series data2020

    • Author(s)
      Sakura Kano, Kazuki Ota, Hideki Katagiri
    • Organizer
      IAET 2nd International Conference on Innovative Research in Computer Applications, Information Technology, System Engineering & Applied Sciences (CISA-20)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] 数理最適化に基づく現場の様々な制約を考慮した学校給食の献立作成2019

    • Author(s)
      片桐英樹
    • Organizer
      日本オペレーションズ・リサーチ学会「不確実性下における意思決定とその周辺」研究部会
    • Related Report
      2019 Research-status Report
    • Invited
  • [Presentation] 数理最適化に基づく現場の様々な制約を考慮した学校給食の献立作成2019

    • Author(s)
      片桐英樹,佐藤圭介,風見公子,髙橋淳,北岡優里
    • Organizer
      第15回日本給食経営管理学会学術総会
    • Related Report
      2019 Research-status Report
  • [Presentation] 数理最適化に基づく調理現場の制約を考慮した学校給食献立の作成2018

    • Author(s)
      片桐英樹,佐藤圭介,風見公子,佐々木拓斗
    • Organizer
      第14回日本給食経営管理学会学術総会
    • Related Report
      2018 Research-status Report
  • [Presentation] Sightseeing route planning under various traffic, weather and personal situations2018

    • Author(s)
      Takashi Hasuike, Hideki Katagiri, Hiroshi Tsuda
    • Organizer
      2018 International Symposium on Tourism Science Innovation
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Objective Measurement for Attractiveness of Sightseeing Spots under Minimization of Maximum Error among Pairwise Comparisons2017

    • Author(s)
      Takashi Hasuike, Hideki Katagiri, Hiroshi Tsuda
    • Organizer
      2017 International Conference on Industrial Engineering and Engineering Management (IEEM2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Book] Transactions on Engineering Technologies: World Congress on Engineering and Computer Science 20192021

    • Author(s)
      Kazuki Ota, Hideki Katagiri
    • Total Pages
      287
    • Publisher
      Springer
    • Related Report
      2020 Research-status Report
  • [Book] Transactions on Engineering Technologies: International MultiConference of Engineers and Computer Scientists 20172019

    • Author(s)
      Sio-Iong Ao, Haeng Kon Kim, Oscar Castillo, Alan Hoi-Shou Chan, Hideki Katagiri
    • Total Pages
      158
    • Publisher
      Springer
    • ISBN
      9789811039492
    • Related Report
      2019 Research-status Report

URL: 

Published: 2017-04-28   Modified: 2023-01-30  

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