• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Optimization of Variable Blank Holder Force Trajectory Using Multi-objective Sequential Approximate Optimization

Research Project

Project/Area Number 23760134
Research Category

Grant-in-Aid for Young Scientists (B)

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

Principal Investigator

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

Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2013: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2012: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2011: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords最適設計 / 多目的最適化 / 塑性加工 / シミュレーション / 機械学習 / 逐次近似最適化 / 最適化 / スプリングバック
Research Abstract

In sheet metal forming, it is important to adjust the blank holder force (BHF). Low BHF causes wrinkling, whereas high BHF result in tearing. Variable BHF (VBHF) approach that the BHF varies through the punch stroke is one of the attractive forming techniques. Unfortunately, the VBHF is unknown in advance, and the determination of the VBHF using numerical simulation is valid. Numerical simulation in sheet forming is so expensive that a sequential approximate optimization (SAO) is beneficial.
In this research, in order to determine the VBHF trajectory, an optimization problem is constructed. We determine the optimal VBHF trajectory to avoid the tearing and wrinkling for square cup deep drawing. Thus, a multi-objective optimization (MOO) is constructed for this purpose. A sequential approximate multi-objective optimization method is developed and applied to the MOO problem. Through numerical simulation, the proposed approach is so effective.

Report

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

    (32 results)

All 2013 2012 2011 Other

All Journal Article (14 results) (of which Peer Reviewed: 14 results) Presentation (17 results) (of which Invited: 1 results) Remarks (1 results)

  • [Journal Article] Sequential Approximate Multi-objective Optimization using Radial Basis Function network2013

    • Author(s)
      Kitayama, S., Srirat, J., Arakawa, M., Yamazaki, K.
    • Journal Title

      Structural and Multidisciplinary Optimization

      Volume: 48-3 Issue: 3 Pages: 501-515

    • DOI

      10.1007/s00158-013-0911-z

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Optimization of Variable Blank Holder Force Trajectory for Springback Reduction via Sequential Approximate Optimization with Radial Basis Function network2013

    • Author(s)
      Kitayama, S., Huang, S., Yamazaki, K.
    • Journal Title

      Structural and Multidisciplinary Optimization

      Volume: 47-2 Issue: 2 Pages: 289-300

    • DOI

      10.1007/s00158-012-0824-2

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Sequential Approximate Optimization for Discrete Design Variable Problems using Radial Basis Function Network2012

    • Author(s)
      Kitayama, S., Arakawa, M., Yamazaki, K.
    • Journal Title

      Applied Mathematics and Computation

      Volume: 219-8 Issue: 8 Pages: 4143-4156

    • DOI

      10.1016/j.amc.2012.10.030

    • Related Report
      2013 Final Research Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Optimization of Variable Blank Holder Force Trajectory by Sequential Approximate Optimization with RBF network2012

    • Author(s)
      Kitayama, S., Kita, K., Yamazaki, K.
    • Journal Title

      International Journal of Advanced Manufacturing Technology

      Volume: 61(9-12) Issue: 9-12 Pages: 1067-1083

    • DOI

      10.1007/s00170-011-3755-y

    • Related Report
      2013 Final Research Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Compromise Point incorporating Trade-off Ratio in Multi-objective Optimization2012

    • Author(s)
      Kitayama, S., Yamazaki, K.
    • Journal Title

      Applied Soft Computing

      Volume: 12-8 Issue: 8 Pages: 1959-1964

    • DOI

      10.1016/j.asoc.2012.03.024

    • Related Report
      2013 Final Research Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] スプリングバック抑制を目的とした可変ブランクホルダー力の最適軌道設計2012

    • Author(s)
      北山哲士,黄穂生,山崎光悦
    • Journal Title

      日本機械学会論文集C編

      Volume: 78-790 Pages: 2252-2265

    • NAID

      130002051482

    • URL

      https://www.jstage.jst.go.jp/browse/kikaic/78/790/_contents/-char/ja/

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] RBFネットワークによる逐次近似最適化(離散変数問題への適用)2012

    • Author(s)
      北山 哲士, 酒井 忍, 荒川 雅生, 山崎 光悦
    • Journal Title

      日本機械学会論文集C編

      Volume: 78-787 Pages: 907-920

    • NAID

      130002051357

    • Related Report
      2012 Research-status Report 2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Optimization of Segmented Blank Holder Shape and Its Variable Blank Holder Gap in Deep-Drawing Process2012

    • Author(s)
      Srirat, J., Yamazaki, K., Kitayama, S.
    • Journal Title

      Journal of Advanced Mechanical Design, Systems, and Manufacturing

      Volume: 6-4 Pages: 420-431

    • NAID

      130002099587

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] スプリングバック抑制を目的とした可変ブランクホルダー力の最適軌道設計2012

    • Author(s)
      北山 哲士, 黄穂生, 山崎 光悦
    • Journal Title

      日本機械学会論文集C編

      Volume: 78-790 Pages: 52-2265

    • NAID

      130002051482

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Simultaneous Optimization of Variable Blank Holder Force Trajectory and Tools Motion in Deep Drawing via Sequential Approximate Optimization2012

    • Author(s)
      Srirat, J., Kitayama, S., Yamazaki, K.
    • Journal Title

      Journal of Advanced Mechanical Design, Systems, and Manufacturing

      Volume: 6-7 Pages: 1081-1092

    • NAID

      130002099537

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Optimization of Initial Blank Shape with a Variable Blank Holder Force in Deep-Drawing via Sequential Approximate Optimization2012

    • Author(s)
      Srirat, J., Kitayama, S., Yamazaki, K.
    • Journal Title

      Journal of Advanced Mechanical Design, Systems, and Manufacturing

      Volume: 6-7 Pages: 1093-1106

    • NAID

      130002099538

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Sequential Approximate Optimization using Radial Basis Function network for engineering optimization2011

    • Author(s)
      Kitayama, S., Arakawa, M., Yamazaki, K.
    • Journal Title

      Optimization and Engineering

      Volume: 12-4 Issue: 4 Pages: 535-557

    • DOI

      10.1007/s11081-010-9118-y

    • NAID

      120002439400

    • Related Report
      2013 Final Research Report 2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Simple estimate of the width in Gaussian kernel with adaptive scaling technique2011

    • Author(s)
      Kitayama, S., Yamazaki, K.
    • Journal Title

      Applied Soft Computing

      Volume: 11-8 Issue: 8 Pages: 4726-4737

    • DOI

      10.1016/j.asoc.2011.07.011

    • NAID

      120003308575

    • Related Report
      2013 Final Research Report 2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Differential Evolution as the Global Optimization Technique and its Application to Structural Optimization2011

    • Author(s)
      S.Kitayama, S., Arakawa, M., Yamazaki, K.
    • Journal Title

      Applied Soft Computing

      Volume: 11-4 Pages: 3792-3803

    • NAID

      120002986034

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Presentation] 多目的逐次近似最適化を用いた可変ブランクホルダー力の最適軌道設計2013

    • Author(s)
      北山哲士,Srirat, J.,山崎光悦
    • Organizer
      日本機械学会第26回計算力学部門講演会
    • Place of Presentation
      佐賀
    • Year and Date
      2013-11-04
    • Related Report
      2013 Final Research Report
  • [Presentation] 逐次近似最適化を用いた可変ブランクホルダー力の軌道と工具モーションの同時最適化2013

    • Author(s)
      北山哲士,Srirat, J.,山崎光悦
    • Organizer
      日本機械学会第23回設計工学システム部門講演会
    • Place of Presentation
      沖縄
    • Year and Date
      2013-10-23
    • Related Report
      2013 Final Research Report
  • [Presentation] Optimization of Variable Blank Holder Force Trajectory via Sequential Approximate Optimization with Radial Basis Function network2013

    • Author(s)
      Kitayama, S., Kita, K., Yamazaki, K.
    • Organizer
      10th World Congress of Structural and Multidisciplinary Optimization
    • Place of Presentation
      Florida, USA(Paper No. 5102, CD-ROM)
    • Year and Date
      2013-05-20
    • Related Report
      2013 Final Research Report
  • [Presentation] Optimization of Variable Blank Holder Force Trajectory via Sequential Approximate Optimization with Radial Basis Function network2013

    • Author(s)
      Kitayama, S., Kita, K., Yamazaki, K.
    • Organizer
      10th World Congress of Structural and Multidisciplinary Optimization
    • Place of Presentation
      Florida, USA
    • Related Report
      2013 Annual Research Report
  • [Presentation] 多目的逐次近似最適化を用いた可変ブランクホルダー力の最適軌道設計2013

    • Author(s)
      北山哲士 Jirasak SRIRAT 山崎光悦
    • Organizer
      第26回計算力学講演会
    • Place of Presentation
      佐賀大学,佐賀
    • Related Report
      2013 Annual Research Report
  • [Presentation] Radial Basis Function networkを用いた多目的逐次近似最適化2012

    • Author(s)
      北山哲士,荒川雅生,山崎光悦
    • Organizer
      第10回最適化シンポジウム
    • Place of Presentation
      神戸
    • Year and Date
      2012-12-07
    • Related Report
      2013 Final Research Report
  • [Presentation] スプリングバック抑制を目的とした可変ブランクホルダー力の最適軌道設計2012

    • Author(s)
      北山哲士,黄穂生,山崎光悦
    • Organizer
      日本機械学会第22回設計工学システム部門講演会
    • Place of Presentation
      広島
    • Year and Date
      2012-09-26
    • Related Report
      2013 Final Research Report
  • [Presentation] Sequential Approximate Optimization Using Radial Basis Function network2012

    • Author(s)
      Kitayama, S., Arakawa, M., Yamazaki, K.
    • Organizer
      7th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems
    • Place of Presentation
      Huangshan, China(CD-ROM, Paper ID:J008)
    • Year and Date
      2012-06-19
    • Related Report
      2013 Final Research Report
  • [Presentation] Sequential Approximate Optimization Using Radial Basis Function network2012

    • Author(s)
      Kitayama , S., Arakawa, M., Yamazaki, K.
    • Organizer
      7th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems
    • Place of Presentation
      China
    • Related Report
      2012 Research-status Report
  • [Presentation] Optimization of Segmented Blank Holder Shape and its Variable Blank Holder Gap in Deep-Drawing Process2012

    • Author(s)
      Srirat, J., Yamazaki, K., Kitayama, S.
    • Organizer
      7th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems
    • Place of Presentation
      China
    • Related Report
      2012 Research-status Report
  • [Presentation] スプリングバック抑制を目的とした可変ブランクホルダー力の最適軌道設計2012

    • Author(s)
      北山 哲士,黄 穂生,山崎 光悦
    • Organizer
      日本機械学会第22回設計工学システム部門講演会
    • Place of Presentation
      広島
    • Related Report
      2012 Research-status Report
  • [Presentation] 機械学習を用いた最適設計2012

    • Author(s)
      北山哲士
    • Organizer
      日本機械学会2012年度年次大会,先端技術フォーラム
    • Place of Presentation
      金沢
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] RBFネットワークによる多目的逐次近似最適化2011

    • Author(s)
      北山哲士,荒川雅生,山崎光悦
    • Organizer
      日本機械学会第21回設計工学システム部門講演会
    • Place of Presentation
      山形
    • Year and Date
      2011-10-22
    • Related Report
      2013 Final Research Report
  • [Presentation] Discrete Differential Evolution for the Mixed Discrete Non-Linear Problems2011

    • Author(s)
      Kitayama, S., Arakawa, M. Yamazaki, K.
    • Organizer
      9th World Congress of Structural and Multidisciplinary Optimization
    • Place of Presentation
      Shizuoka, Japan(CD-ROM, Paper ID:074_1)
    • Year and Date
      2011-06-12
    • Related Report
      2013 Final Research Report
  • [Presentation] Discrete Differential Evolution for the Mixed Discrete Non-Linear Problems2011

    • Author(s)
      S.Kitayama, S., Arakawa, M., Yamazaki, K.
    • Organizer
      9th World Congress of Structural and Multidisciplinary Optimization
    • Place of Presentation
      静岡グランシップ(静岡県)
    • Related Report
      2011 Research-status Report
  • [Presentation] RBF ネットワークによる多目的逐次近似最適化2011

    • Author(s)
      北山哲士,荒川雅生, 山崎光悦
    • Organizer
      日本機械学会 設計工学・システム部門講演会
    • Place of Presentation
      山形大学(山形県)
    • Related Report
      2011 Research-status Report
  • [Presentation] スプリングバック抑制を目的とした可変ブランクホルダー力の最適軌道設計2011

    • Author(s)
      黄穂生, 北山哲士, 酒井忍, 山崎光悦
    • Organizer
      日本機械学会 設計工学・システム部門講演会
    • Place of Presentation
      山形大学(山形県)
    • Related Report
      2011 Research-status Report
  • [Remarks] なし

    • Related Report
      2011 Research-status Report

URL: 

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

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi