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Dynamic Production Planning using Bayesian Network for Management Operation Skills

Research Project

Project/Area Number 23710186
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Social systems engineering/Safety system
Research InstitutionKinki University

Principal Investigator

KATAOKA Takayuki  近畿大学, 工学部, 准教授 (40411649)

Research Collaborator TAKAHASHI Katsuhiko  広島大学, 工学研究院, 教授 (00187999)
MORIKAWA Katsumi  広島大学, 工学研究院, 准教授 (10200396)
Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2013: ¥520,000 (Direct Cost: ¥400,000、Indirect Cost: ¥120,000)
Fiscal Year 2012: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2011: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Keywords経営工学 / ベイジアン / スキル / 生産 / システム
Research Abstract

Given the poor state of the economies all over the world, almost every manufacturing site has been supported by a lot of part-time, temporary, or mid-career personnel. And expert managers of front-line workers must design more complex production planning that take into consideration the workers' skills. Therefore, the purpose of our study is to develop a model with a Bayesian network using the operation histories of expert managers, and to verify some factors that would make it easier for nonexperts to assign human resources. First, the operation histories are collected. Next, some differences of production planning procedures for expert managers and nonexperts are discussed by dividing into the purposes of either minimizing makespan or workload. Finally, the effectiveness of the expert managers' operations is verified by constructing a Bayesian network model based on the operation records, and is this discussed by way of probabilistic inference.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (37 results)

All 2014 2013 2012 2011 Other

All Journal Article (21 results) (of which Peer Reviewed: 18 results) Presentation (13 results) Book (1 results) Remarks (2 results)

  • [Journal Article] A line balancing to achieve stable performance in uncertain production environments2014

    • Author(s)
      Takayuki Kataoka, Katsumi Morikawa, Katsuhiko Takahashi
    • Journal Title

      Proc. of 18th International Working Seminar on Production Economics

      Volume: Proceedings Pages: 249-261

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Sustainable Production Planning using The Ranked Positional Weight Technique and Bayesian Estimation2013

    • Author(s)
      Takayuki Kataoka, Atsushi Hanafuji, Masakazu Kanezashi, Katsumi Morikawa, and Katsuhiko Takahashi
    • Journal Title

      International Journal of Japan Association for Management Systems (IJAMS)

      Volume: Vol.5,No.1 Pages: 2013-2013

    • NAID

      130004597647

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] An Analysis Method of Rescheduling Skill on Human Resource Planning2013

    • Author(s)
      Takayuki Kataoka, Masakazu Kanezashi, Katsumi Morikawa, and Katsuhiko Takahashi
    • Journal Title

      Official Journal of The Japan Society of Logistics Systems

      Volume: Vol.13,No1 Pages: 113-120

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] 作業間マッチングを評価可能なスタッフスケジューリング問題の一解法2013

    • Author(s)
      片岡隆之,金指正和
    • Journal Title

      近畿大学工学部研究報告

      Volume: No.47 Pages: 27-30

    • URL

      http://kurepo.clib.kindai.ac.jp/modules/xoonips/listitem.php?index_id=1609

    • Related Report
      2013 Final Research Report
  • [Journal Article] Sustainable Production Planning Using the Ranked Positional Weight Technique and Bayesian Estimation2013

    • Author(s)
      Takayuki Kataoka, Atsushi Hanafuji, Masakazu Kanezashi, Katsumi Morikawa, Katsuhiko Takahashi
    • Journal Title

      International Journal of Japan Association for Management Systems (IJAMS)

      Volume: 5 Pages: 25-30

    • NAID

      130004597647

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 要員配置計画におけるリスケジューリングスキルの一抽出法2013

    • Author(s)
      片岡隆之,金指正和,森川克己,高橋勝彦
    • Journal Title

      日本ロジスティクスシステム学会誌

      Volume: 13 Pages: 113-120

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Integrating Bayesian Estimation and Ranked Positional Weight Technique in Production Planning2013

    • Author(s)
      Takayuki Kataoka, Masakazu Kanezashia, Katsumi Morikawa, Katsuhiko Takahashi
    • Journal Title

      Proc. of the Asia Pacific Industrial Engineering & Management Systems Conference 2013

      Volume: Proceedings Pages: 48-48

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Comprehensive Solution in Production Planning using Bayesian Estimation(再録)2013

    • Author(s)
      Takayuki Kataoka, Atsushi Hanafuji, Masakazu Kanezashi
    • Journal Title

      近畿大学次世代基盤技術研究所次世代基盤技術研究所報告

      Volume: 4 Pages: 131-137

    • Related Report
      2013 Annual Research Report
  • [Journal Article] A Comprehensive Solution in Production Planning using Bayesian Estimation2012

    • Author(s)
      Takayuki Kataoka, Atsushi Hanafuji, Masakazu Kanezashi
    • Journal Title

      Proc. of the Asia Pacific Industrial Engineering & Management Systems Conference 2012, Phuket, Thai

      Volume: December 2-5 Pages: 570-576

    • NAID

      40019747851

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] An Information Sharing Method for Skilled Management Operations Based on Bayesian Network Inference2012

    • Author(s)
      Takayuki Kataoka, Kazumoto Tanaka, and Masakazu Kanezashi
    • Journal Title

      Proc. of The 4th International Conference on Knowledge Management and Information Sharing, Barcelona, Spain

      Volume: October 4-7 Pages: 257-260

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Solution of Improvement in Production Planning Using Bayesian Estimation2012

    • Author(s)
      Atsushi Hanafuji, Takayuki Kataoka, Masakazu Kanezashi
    • Journal Title

      Proc. of the International Conference on Industrial Management, Tokyo, Japan

      Volume: August 29-31 Pages: 115-120

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Study of Improvement and Analysis Points for HRP using Bayesian Networks2012

    • Author(s)
      Takayuki Kataoka, Masakazu Kanezashi, Katsumi Morikawa, and Katsuhiko Takahashi
    • Journal Title

      Proc. of The 7th International Congress on Logistics and SCM Systems, Seoul, Korea

      Volume: June 7-9

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Comprehensive Solution in Production Planning using Bayesian Estimation2012

    • Author(s)
      Takayuki Kataoka, Atsushi Hanafuji, Masakazu Kanezashi
    • Journal Title

      Proc. Of the Asia Pacific Industrial Engineering & Management Systems Conference 2012

      Volume: Proceedings Pages: 570-576

    • NAID

      40019747851

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] An Information Sharing Method for Skilled Management Operations Based on Bayesian Network Inference2012

    • Author(s)
      Takayuki Kataoka, Kazumoto Tanaka, Masakazu Kanezashi and Makoto Hasegawa
    • Journal Title

      Proceedings of The 4th International Conference on Knowledge Management and Information Sharing

      Volume: Proceedings Pages: 257-260

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Solution of Improvement in Production Planning Using Bayesian Estimation2012

    • Author(s)
      Atsushi Hanafuji, Takayuki Kataoka, Masakazu Kanezashi
    • Journal Title

      Proceedings of the 11th International Conference on Industrial Management

      Volume: Proceedings Pages: 115-120

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Study of Improvement and Analysis Points for HRP using Bayesian Networks2012

    • Author(s)
      Takayuki Kataoka, Masakazu Kanezashi, Katsumi Morikawa, and Katsuhiko Takahashi
    • Journal Title

      Proceedings of The 7th International Congress on Logistics and SCM Systems

      Volume: Proceedings

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] ベイジアンネットワークを用いた管理作業スキル推定モデルの一提案(再録)2012

    • Author(s)
      片岡隆之,金指正和,森川克己,高橋勝彦
    • Journal Title

      近畿大学次世代基盤技術研究所次世代基盤技術研究所報告

      Volume: Vol.3 Pages: 117-122

    • Related Report
      2012 Research-status Report
  • [Journal Article] A Probabilistic Inference Model for Management Operation's Skill using Bayesian Networks2011

    • Author(s)
      Takayuki Kataoka, Masakazu Kanezashi, Katsumi Morikawa, and Katsuhiko Takahashi
    • Journal Title

      Official Journal of The Japan Society of Logistics Systems

      Volume: Vol.11,No1 Pages: 37-44

    • NAID

      40019383048

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] An Inference Method of Management Operations using Bayesian Networks2011

    • Author(s)
      Takayuki Kataoka, Masakazu Kanezashi, Katsumi Morikawa, and Katsuhiko Takahashi
    • Journal Title

      Proc. of 21st International Conference on Production Research, Stuttgart, Germany

      Volume: July31-August4

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] ベイジアンネットワークを用いた管理作業スキル推定モデルの一提案2011

    • Author(s)
      片岡隆之,金指正和,森川克己,高橋勝彦
    • Journal Title

      日本ロジスティクスシステム学会誌

      Volume: 11 Pages: 37-44

    • NAID

      40019383048

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] An Inference Method of Management Operations using Bayesian Networks2011

    • Author(s)
      Takayuki Kataoka,Masakazu Kanezashi,Katsumi Morikawa,and Katsuhiko Takahashi
    • Journal Title

      Proceedings of 21st International Conference on Production Research

      Volume: Proceedings Pages: 230-235

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Presentation] 非正規労働者の特性を考慮した組立ラインの要員最小化モデル2014

    • Author(s)
      片岡隆之
    • Organizer
      日本ロジスティクスシステム学会中国四国支部2014年度第4回研究会,発表資料PP.1-4
    • Place of Presentation
      広島県(県立広島大学SC)
    • Year and Date
      2014-01-11
    • Related Report
      2013 Final Research Report
  • [Presentation] 非正規労働者の特性を考慮した組立ラインの要員最小化モデル2014

    • Author(s)
      片岡隆之
    • Organizer
      日本ロジスティクスシステム学会中国四国支部2014年度第4回研究会
    • Place of Presentation
      県立広島大学SC
    • Related Report
      2013 Annual Research Report
  • [Presentation] ハイ・サービス日本300選企業に対する地域・業種別調査分析2013

    • Author(s)
      片岡隆之,谷崎隆士
    • Organizer
      日本経営システム学会第51回全国研究発表大会予稿集,pp.160-163
    • Place of Presentation
      広島県(広島経済大学)
    • Year and Date
      2013-12-08
    • Related Report
      2013 Final Research Report
  • [Presentation] 地域・業種別のサービス産業生産性向上に関する戦略考察2012

    • Author(s)
      片岡隆之
    • Organizer
      日本ロジスティクスシステム学会中国四国支部2012年度第2回研究会,発表資料 PP.1-6
    • Place of Presentation
      広島県(広島修道大学)
    • Year and Date
      2012-07-14
    • Related Report
      2013 Final Research Report
  • [Presentation] 分枝限定法とベイズ推定を用いた緊急発注対応型生産計画改善法の一提案2011

    • Author(s)
      花藤篤史,片岡隆之
    • Organizer
      日本経営システム学会第47回全国研究発表大会予稿集,pp.230-231
    • Year and Date
      2011-12-04
    • Related Report
      2013 Final Research Report
  • [Presentation] ベイズ推定によるロバストネス性を考慮した生産計画法の一提案2011

    • Author(s)
      花藤篤史,片岡隆之
    • Organizer
      近畿大学第2回サイエンスネットワーク院生サミット~環境とエネルギーを考える~院生サミット要旨集シ-28P
    • Place of Presentation
      広島県(近畿大学)
    • Year and Date
      2011-11-26
    • Related Report
      2013 Final Research Report
  • [Presentation] 動的ベイジアンネットワークによる複雑システムの信頼性モデリングとその応用2011

    • Author(s)
      花藤篤史,片岡隆之
    • Organizer
      日本経営工学会中国四国支部平成23年度第1回若手研究会予稿集,pp.14-15
    • Place of Presentation
      広島県(広島大学東広島キャンパス)
    • Year and Date
      2011-08-31
    • Related Report
      2013 Final Research Report
  • [Presentation] ベイジアンネットワークを用いた要員配置計画の改善方策に関する研究2011

    • Author(s)
      片岡隆之,花藤篤史,森川克己,高橋勝彦
    • Organizer
      日本ロジスティクスシステム学会平成23年度第14回全国大会予稿集,pp.11-14
    • Place of Presentation
      東京都(LEC大学)
    • Year and Date
      2011-06-11
    • Related Report
      2013 Final Research Report
  • [Presentation] ベイジアンネットワークを用いた要員配置計画の改善方策に関する研究2011

    • Author(s)
      片岡隆之,花藤篤史,森川克己,高橋勝彦
    • Organizer
      日本ロジスティクスシステム学会
    • Place of Presentation
      LEC東京リーガルマインド大学(東京都)
    • Related Report
      2011 Research-status Report
  • [Presentation] 動的ベイジアンネットワークによる複雑システムの信頼性モデリングとその応用2011

    • Author(s)
      花藤篤史,片岡隆之
    • Organizer
      日本経営工学会中国四国支部平成23年度第1回若手研究会
    • Place of Presentation
      広島大学(広島県)
    • Related Report
      2011 Research-status Report
  • [Presentation] ベイズ推定によるロバストネス性を考慮した生産計画法の一提案2011

    • Author(s)
      花藤篤史,片岡隆之
    • Organizer
      近畿大学第2回サイエンスネットワーク院生サミット
    • Place of Presentation
      近畿大学工学部(広島県)
    • Related Report
      2011 Research-status Report
  • [Presentation] 分枝限定法とベイズ推定を用いた緊急発注対応型生産計画改善法の一提案2011

    • Author(s)
      花藤篤史,片岡隆之
    • Organizer
      日本経営システム学会第47回全国研究発表大会
    • Place of Presentation
      山梨学院大学(山梨県)
    • Related Report
      2011 Research-status Report
  • [Presentation] 地域・業種別のサービス産業生産性向上に関する戦略考察

    • Author(s)
      片岡隆之
    • Organizer
      日本ロジスティクスシステム学会中国四国支部2012年度第2回研究会
    • Place of Presentation
      広島県(広島修道大学)
    • Related Report
      2012 Research-status Report
  • [Book] ものづくりに役立つ経営工学の事典180の知識-,管理会計, (分担執筆).2013

    • Author(s)
      日本経営工学会(片岡隆之)
    • Total Pages
      408
    • Publisher
      朝倉書店
    • Related Report
      2013 Final Research Report
  • [Remarks]

    • URL

      http://www.hiro.kindai.ac.jp

    • Related Report
      2013 Final Research Report
  • [Remarks]

    • URL

      http://rais.itp.kindai.ac.jp/researchdb/

    • Related Report
      2011 Research-status Report

URL: 

Published: 2011-08-05   Modified: 2019-07-29  

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