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A Developmental Study of the Free-formed Surface System Using the Neural Networks

Research Project

Project/Area Number 03555028
Research Category

Grant-in-Aid for Developmental Scientific Research (B)

Allocation TypeSingle-year Grants
Research Field 機械工作
Research InstitutionAsahikawa National College of Technology

Principal Investigator

FURUKAWA Masashi  Asahikawa National College of Technology, Dept. of Information System Technology, Associate Professor, 制御情報工学科, 助教授 (70042091)

Co-Investigator(Kenkyū-buntansha) KONNO Hiroshi  Asahikawa National College of Technology, Dept. of Information System Technology, 制御情報工学科, 助教授 (40113394)
Project Period (FY) 1991 – 1992
Project Status Completed (Fiscal Year 1992)
Budget Amount *help
¥1,200,000 (Direct Cost: ¥1,200,000)
Fiscal Year 1992: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 1991: ¥700,000 (Direct Cost: ¥700,000)
KeywordsFree-formed Surface / Free-formed Curve / Neural Networks / Back Propagation Method / Brawn Surface / Learning / CAGD / Surface Interpolation / 最適化 / 曲面設計 / ニュ-ラル・ネットワ-ク / 情報量基準 / Brown曲面
Research Abstract

The first purpose of this research is to determine parameters of Brown surface, which can handle the surface features with the use of tension and bias control procedures. The back propagation method, one of the neural networks, is employed for determining the control values. The feature of surface have their related control values. These values are learned by the neural networks, and they are applied to surface control after leaning. The five layers back propagation method is implemented. Experimental surface designs show that this attempt introduces good results into surface designing.
In investigating properties of the back propagation method, it is noticed that the back propagation method itself has the interpolation functions. This means that the back propagation method with 5 layers is able to be directly used for interpolating and designing the surfaces. In order to make sure of these properties, numerical experiments are attempted to collect their behaviors for making use of free-formed curves interpolation. It give us a good result as a curve fitting. In near future, it is planed to apply this result to design free-formed surface.

Report

(3 results)
  • 1992 Annual Research Report   Final Research Report Summary
  • 1991 Annual Research Report
  • Research Products

    (3 results)

All Other

All Publications (3 results)

  • [Publications] 古川 正志: "ニューラルネットワークによる自由曲面の生成" 精密工学会1992年度北海道支部学術講演会論文集. 109-110 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] FURUKAWA, Masashi: "A development of Free-formed Surface by the Use of Neural Networks" Proc. of J.S.P.E of Hokkaido Branch Conference. 109-110 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 古川 正志: "ニューラルネットワークによる自由曲面の生成" 精密工学会1992年度北海道支部学術講演会講演論文集. 109-110 (1992)

    • Related Report
      1992 Annual Research Report

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Published: 1991-04-01   Modified: 2016-04-21  

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