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Multi-objective design optimization of both segmented variable blank holder force trajectories and blank shape

Research Project

Project/Area Number 26420076
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Design engineering/Machine functional elements/Tribology
Research InstitutionKanazawa University

Principal Investigator

Kitayama Satoshi  金沢大学, 機械工学系, 教授 (90339698)

Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2016: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2015: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2014: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords最適設計 / 逐次近似最適化 / 機械学習 / 塑性加工 / シミュレーション / 多目的最適化
Outline of Final Research Achievements

Blank holder force (BHF) is one of the important process parameters for successful sheet metal forming. Variable blank holder force (VBHF), that the BHF varies through the forming process, is recognized as an advanced forming technology. It has also been reported that segmented VBHF (S-VBHF) is valid to a complex shape forming, but the optimal S-VBHF trajectories are rarely discussed. In addition to BHF, blank shape has an influence on the product quality. The blank shape minimizing the earing is still an important issue in sheet metal forming. Simultaneous optimization of both segmented VBHF trajectories and blank shape is proposed in this research. Numerical simulation in sheet metal forming is so intensive that a sequential approximate optimization is adopted for the simultaneous design optimization. Based on the numerical result, the experiment using a servo press is carried out. It has been confirmed from the numerical and experimental result that the proposed approach is valid.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (10 results)

All 2017 2016 2015 2014

All Journal Article (5 results) (of which Peer Reviewed: 5 results,  Open Access: 1 results) Presentation (4 results) (of which Int'l Joint Research: 2 results,  Invited: 1 results) Book (1 results)

  • [Journal Article] 深絞り加工におけるブランク形状と分割可変ブランクホルダー力の同時最適化2017

    • Author(s)
      河本基一郎,宮坂卓嗣,山道顕,野田拓也,北山哲士,小山浩季,山崎光悦
    • Journal Title

      日本機械学会論文集

      Volume: 83-845 Pages: 16-00485

    • NAID

      130005303827

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Numerical and experimental case study on simultaneous optimization of blank shape and variable blank holder force trajectory in deep drawing2017

    • Author(s)
      Kitayama, S., Koyama, H., Kawamoto, K., Noda, T., Yamamichi, K., Miyasaka, T.
    • Journal Title

      Structural and Multidisciplinary Optimization

      Volume: 55-1 Issue: 1 Pages: 347-359

    • DOI

      10.1007/s00158-016-1484-4

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 機械学習と最適化の融合による薄板成形技術開発2016

    • Author(s)
      北山哲士
    • Journal Title

      シミュレーション

      Volume: 35-4 Pages: 228-232

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Numerical investigation and optimization of pulsating and variable blank holder force for identification of formability window for deep drawing of cylindrical cup2016

    • Author(s)
      Kitayama, S., Natsume, S., Yamazaki, K., Han, J., Uchida, H.
    • Journal Title

      International Journal of Advanced Manufacturing Technology

      Volume: 82(1-4) Issue: 1-4 Pages: 583-593

    • DOI

      10.1007/s00170-015-7385-7

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Multi-objective optimization of blank shape for deep drawing with variable blank holder force via sequential approximate optimization2015

    • Author(s)
      Kitayama, S., Saikyo, M., Kawamoto, K., Yamamichi, K.
    • Journal Title

      Structural and Multidisciplinary Optimization

      Volume: 52-5 Issue: 5 Pages: 1001-1012

    • DOI

      10.1007/s00158-015-1293-1

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Presentation] Simultaneous optimization of blank shape and variable blank holder force trajectory in deep drawing2016

    • Author(s)
      Miyasaka, T., Kawamoto, K., Kitayama, S., Koyama, H., Yamamichi, K., Noda, T.
    • Organizer
      Asian Congress of Structural and Multidisciplinary Optimization 2016
    • Place of Presentation
      長崎, Brick Hall
    • Year and Date
      2016-05-22
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Sequential Approximate Optimization Using Radial Basis Function and its Application2015

    • Author(s)
      Kitayama, S.
    • Organizer
      3rd International Workshops on Advances in Computational Mechanics
    • Place of Presentation
      Tokyo
    • Year and Date
      2015-10-12
    • Related Report
      2015 Research-status Report
    • Invited
  • [Presentation] Simultaneous optimization of initial blank shape and blank holder force trajectory for square cup deep drawing using sequential approximate optimization2015

    • Author(s)
      Kitayama, S., Saikyo, M., Kawamoto, K., Yamamichi, K.
    • Organizer
      11th World Congress of Structural and Multidisciplinary Optimization
    • Place of Presentation
      Sydney
    • Year and Date
      2015-06-07
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 角筒深絞り加工を対象とした初期ブランク形状と可変ブランクホルダー力の同時最適化2014

    • Author(s)
      斎京真里奈・北山哲士
    • Organizer
      日本機械学会 第11回最適化シンポジウム2014(
    • Place of Presentation
      金沢
    • Year and Date
      2014-12-12 – 2014-12-13
    • Related Report
      2014 Research-status Report
  • [Book] 人工知能・機械学習・ディープラーニング関連技術とその活用2016

    • Author(s)
      北山哲士他37名
    • Total Pages
      296
    • Publisher
      情報機構
    • Related Report
      2016 Annual Research Report

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Published: 2014-04-04   Modified: 2018-03-22  

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