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Detection of Change Points of Trends in Advanced Manufacturing Processes

Research Project

Project/Area Number 24710174
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Social systems engineering/Safety system
Research InstitutionTokyo University of Science

Principal Investigator

YASUI Seiichi  東京理科大学, 理工学部, 助教 (90434026)

Project Period (FY) 2012-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Fiscal Year 2013: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2012: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords統計的プロセス管理 / 変化点検出 / 局所平滑化 / ロバスト回帰 / Lasso / パターン認識 / 多品種生産 / 品質管理 / 統計的工程管理 / ロバスト推定 / 信号処理 / 時系列解析 / 変化点推定 / 統計解析
Research Abstract

In quality control for manufacturing processes, quality characteristics are monitored in order to control and improve the process. In recent processes, multivarious stuffs are produced on the line. If changing kinds of products, the quality characteristics are disordered. Hence, it is necessary to improve and stabilize the process as soon as possible after changing kings of products. Thus, the detection for change points of various patterns are important techniques to do that. In this research, the statistical methods have been developed for detecting such change points in this situation.

Report

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

    (22 results)

All 2013 2012

All Journal Article (11 results) (of which Peer Reviewed: 7 results) Presentation (11 results)

  • [Journal Article] Bayesian Lasso with Effect Heredity Principle2013

    • Author(s)
      Hidehisa Noguchi, Yoshikazu Ojima, Seiichi Yasui
    • Journal Title

      Proceedings of XIth International Workshop on Intelligent Statistical Quality Control

      Volume: Vol.1 Pages: 371-329

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] 非相似形を検出する工程管理2013

    • Author(s)
      安井清一, 小野眞
    • Journal Title

      品質

      Volume: 43巻 Pages: 45-48

    • NAID

      110009674530

    • Related Report
      2013 Final Research Report
  • [Journal Article] 回帰残差に基づく統計的工程管理2013

    • Author(s)
      安井清一, 安藤之裕, 吉富公彦, 野口英久
    • Volume
      43巻
    • Pages
      40-44
    • NAID

      110009674529

    • Related Report
      2013 Final Research Report
  • [Journal Article] 非相似形を検出する工程管理2013

    • Author(s)
      安井 清一,小野 眞
    • Journal Title

      品質

      Volume: 43 Pages: 45-48

    • NAID

      110009674530

    • Related Report
      2013 Annual Research Report
  • [Journal Article] 回帰残差に基づく統計的工程管理2013

    • Author(s)
      安井 清一,安藤 之裕,吉富 公彦,野口 英久
    • Journal Title

      品質

      Volume: 4 Pages: 40-44

    • NAID

      110009674529

    • Related Report
      2013 Annual Research Report
  • [Journal Article] Proposal of Advanced Taguchi's Linear Graphs for Split-Plot Experiments2012

    • Author(s)
      Tomomichi Suzuki, Hironobu Kawamura, Seiichi Yasui, Yoshikazu Ojima
    • Journal Title

      Frontiers in Statistical Quality Control

      Volume: Vo.10 Pages: 339-348

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Practical Variable Selection for Linear Models2012

    • Author(s)
      Hidehisa Noguchi, Yoshikazu Ojima, Seiichi Yasui
    • Journal Title

      Frontiers in Statistical Quality Control

      Volume: Vo.10 Pages: 349-360

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Robust Detection Procedure for Multiple Change Points of Linear Trends2012

    • Author(s)
      Seiichi Yasui, Hidehisa Noguchi, Yoshikazu Ojima
    • Journal Title

      Frontiers in Statistical Quality Control

      Volume: Vo.10 Pages: 197-206

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Proposal of Advanced Taguchi's Linear Graphs for Split-Plot Experiments2012

    • Author(s)
      Tomomichi Suzuki, Hironobu Kawamura, Seiichi Yasui, and Yoshikazu Ojima
    • Journal Title

      Frontiers in Statistical Quality Control

      Volume: 10 Pages: 339-348

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Practical Variable Selection for Linear Models2012

    • Author(s)
      Hidehisa Noguchi, Yoshikazu Ojima, and Seiichi Yasui
    • Journal Title

      Frontiers in Statistical Quality Control

      Volume: 10 Pages: 349-360

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Robust Detection Procedure for Multiple Change Points of Linear Trends2012

    • Author(s)
      Seiichi Yasui, Hidehisa Noguchi, and Yoshikazu Ojima
    • Journal Title

      Frontiers in Statistical Quality Control

      Volume: 10 Pages: 197-206

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] A Moving CCC-r control chart for high yield processes2013

    • Author(s)
      Tetsuya Watanabe, Seiichi Yasui, Sama-Ae Armir, Yoshikazu Ojima
    • Organizer
      ANQ Congress 2013 Bangkok
    • Place of Presentation
      Bangkok, Thai
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] 非相似形を検出するための管理図2013

    • Author(s)
      安井清一
    • Organizer
      日本品質管理学会第101回研究発表会
    • Place of Presentation
      東京
    • Related Report
      2013 Final Research Report
  • [Presentation] 非相似形を検出するための管理図2013

    • Author(s)
      安井清一
    • Organizer
      (一社)日本品質管理学会第101回研究発表会
    • Place of Presentation
      東京
    • Related Report
      2013 Annual Research Report
  • [Presentation] Bayesian Lasso For Selection of Reasonable Subsets2012

    • Author(s)
      Hidehisa Noguchi, Yoshikazu Ojima, Seiichi Yasui,Yusuke Tsutsumi
    • Organizer
      XXVith International Biometric Conference
    • Place of Presentation
      神戸
    • Related Report
      2013 Final Research Report 2012 Research-status Report
  • [Presentation] ベイジアンLassoを用いたベイズ変数選択2012

    • Author(s)
      野口英久, 安井清一, 尾島善一
    • Organizer
      2012年度統計関連学会連合大会
    • Place of Presentation
      北海道
    • Related Report
      2013 Final Research Report
  • [Presentation] 主成分分析によるプロファイルデータの管理図2012

    • Author(s)
      安井清一, 野口英久
    • Organizer
      2012年度統計関連学会連合大会
    • Place of Presentation
      北海道
    • Related Report
      2013 Final Research Report
  • [Presentation] Bayesian Lasso for screening experiments2012

    • Author(s)
      Hidehisa Noguchi, Seiichi Yasui, Yoshikazu Ojima
    • Organizer
      International Society for Bayesian Analysis
    • Place of Presentation
      京都
    • Related Report
      2013 Final Research Report 2012 Research-status Report
  • [Presentation] Gauge R&R Studyにおけるサンプリング計画の提案と評価2012

    • Author(s)
      吉富玄, 安井清一, 尾島善一
    • Organizer
      日本品質管理学会第98回研究発表会
    • Place of Presentation
      東京
    • Related Report
      2013 Final Research Report
  • [Presentation] ベイジアンLassoを用いたベイズ変数選択2012

    • Author(s)
      野口 英久,安井 清一,尾島 善一
    • Organizer
      2012年度 統計関連学会連合大会
    • Place of Presentation
      北海道
    • Related Report
      2012 Research-status Report
  • [Presentation] 主成分分析によるプロファイルデータの管理図2012

    • Author(s)
      安井 清一,野口 英久
    • Organizer
      2012年度 統計関連学会連合大会
    • Place of Presentation
      北海道
    • Related Report
      2012 Research-status Report
  • [Presentation] Gauge R&R Study におけるサンプリング計画の提案と評価2012

    • Author(s)
      吉富玄,安井清一,尾島善一
    • Organizer
      (社)日本品質管理学会 第98回研究発表会
    • Place of Presentation
      東京
    • Related Report
      2012 Research-status Report

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

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