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2013 Fiscal Year Final Research Report

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

Research Project

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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
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
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.

  • Research Products

    (16 results)

All 2013 2012 2011

All Journal Article (8 results) (of which Peer Reviewed: 8 results) Presentation (8 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 Pages: 501-515

    • DOI

      10.1007/s00158-013-0911-z

    • 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 Pages: 289-300

    • DOI

      10.1007/s00158-012-0824-2

    • 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 Pages: 4143-4156

    • DOI

      10.1016/j.amc.2012.10.030

    • 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) Pages: 1067-1083

    • DOI

      10.1007/s00170-011-3755-y

    • 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 Pages: 1959-1964

    • DOI

      10.1016/j.asoc.2012.03.024

    • 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

    • URL

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

    • 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 Pages: 535-557

    • DOI

      10.1007/s11081-010-9118-y

    • 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 Pages: 4726-4737

    • DOI

      10.1016/j.asoc.2011.07.011

    • 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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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

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Published: 2015-06-25  

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