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Statistical Modeling Approach to Robust Parameter Design

Research Project

Project/Area Number 24710177
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Social systems engineering/Safety system
Research InstitutionThe Institute of Statistical Mathematics

Principal Investigator

KAWAMURA Toshihiko  統計数理研究所, データ科学, 助教 (70435494)

Project Period (FY) 2012-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2013: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2012: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Keywords品質管理 / 統計工学 / 国際情報交換
Research Abstract

Robust parameter design aims to make the signal-response relationship insensitive to noise variation by enabling the choice of appropriate levels for the control factors. This article presents a statistical modeling methodology and an exploratory design approach to dynamic parameter design. The response is modeled as a second order of both the control and noise factors. A statistical formulation is presented for a practical optimization of Taguchi's dynamic signal-to-ratio analysis. The modeling methodology is illustrated using an experiment involving foam rubber in tires designed for snowy conditions.

Report

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

    (8 results)

All 2014 2013 2012

All Journal Article (5 results) (of which Peer Reviewed: 2 results) Presentation (1 results) Book (2 results)

  • [Journal Article] (2014) Performance measures for asymmetric power loss function2014

    • Author(s)
      Kawamura,T., Motoyama, H.
    • Journal Title

      Comm. Statist. Theory Methods

      Volume: (accepted)

    • Related Report
      2013 Final Research Report
  • [Journal Article] 動特性のパラメータ設計に対する統計的モデリングと最適化2013

    • Author(s)
      河村敏彦, 高橋武則
    • Journal Title

      品質

      Volume: Vol.43, No.3 Pages: 102-109

    • NAID

      110009625093

    • Related Report
      2013 Final Research Report
  • [Journal Article] 非線型システムに対するロバストパラメータ設計2013

    • Author(s)
      高橋武則, 河村敏彦
    • Journal Title

      品質

      Volume: Vol.43, No.2 Pages: 85-93

    • NAID

      110009603987

    • Related Report
      2013 Final Research Report
  • [Journal Article] 動特性のパラメータ設計に対する統計モデリングと最適化2013

    • Author(s)
      河村敏彦,高橋武則
    • Journal Title

      品質

      Volume: 43 Pages: 102-109

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 非線型システムに対するロバストパラメータ設計2013

    • Author(s)
      高橋武則,河村敏彦
    • Journal Title

      品質

      Volume: 43 Pages: 85-93

    • NAID

      110009603987

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Presentation] 動特性のパラメータ設計に対する統計的モデリングと最適化2012

    • Author(s)
      河村敏彦
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      北海道大学
    • Related Report
      2012 Research-status Report
  • [Book] 統計モデルによるロバストパラメータ設計(2013年度日経品質管理文献賞受賞)2013

    • Author(s)
      河村敏彦, 高橋武則
    • Total Pages
      224
    • Publisher
      日科技連出版社
    • Related Report
      2013 Final Research Report
  • [Book] 統計モデルによるロバストパラメータ設計2013

    • Author(s)
      河村敏彦,高橋武則
    • Total Pages
      224
    • Publisher
      日科技連出版社
    • Related Report
      2013 Annual Research Report

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Published: 2013-05-31   Modified: 2019-07-29  

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