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Development of an intelligent structural testing system utilizing neural networks

Research Project

Project/Area Number 07555467
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section試験
Research Field Building structures/materials
Research InstitutionUniversity of Tokyo

Principal Investigator

OHI Kenichi  University of Tokyo IIS,Associate Professor, 生産技術研究所, 助教授 (90126003)

Co-Investigator(Kenkyū-buntansha) 孟 令樺  (株)フジタ, 技術研究所, 研究員
SHIMAWAKI Yosuke  University of Tokyo IIS,Research Associate, 生産技術研究所, 助手 (40092233)
LIN Xiaoguang  University of Tokyo IIS,Research Associate, 生産技術研究所, 助手 (30262124)
TAKANASHI Koichi  University of Tokyo IIS,Professor, 生産技術研究所, 教授 (60013124)
MENG Linghua  Fujita Corporation Researcher
西田 明美  東京大学, 生産技術研究所, 助手 (40228185)
Project Period (FY) 1995 – 1996
Project Status Completed (Fiscal Year 1996)
Budget Amount *help
¥2,000,000 (Direct Cost: ¥2,000,000)
Fiscal Year 1996: ¥2,000,000 (Direct Cost: ¥2,000,000)
KeywordsNeural Network / Predictor / Earthquake Response / Unbalance Force / Loading Test / 部分構造実験 / 地震応答シミュレーション / 復元力予測子 / 鉄骨構造 / 不釣合モーメント / 学習と教師信号
Research Abstract

The on-line or pseudo dynamic test has been considered as a powerful tool for the earthquake simulation of building. The method computes the displacements of the structural system based on the dynamic analysis and drives the actuators with that response to measure the restoring force directly from the test specimen. This criteria is perfectly applied to middle or high rise buildings with concrete stiff slabs or shear wall panels. In such a case the masses of the system are concentrated at the floor levels and the displacement of the elements are considered as a function of the mass associated lateral displacement. But in the case of steel frames composed of flexible beam-columns unbalanced forces appear in the non mass assosiated degree of freedom, and the representation of displacements as function of the lateral ones is not valid. In the present report a general scheme for on-line hybrid substructuring simulation is presented, to achieve the deformed position of testing steel beam-column. This scheme uses a predictor of the incremental forces on the specimen. Four predictors are presented, the elastic beam element predictor, the two component bilinear beam element predictor, the artificial neural network predictor, and the multi-spring inelastic beam-column element predictor. A brief description of the applicability of the scheme in the hybrid analysis is presented. Also the transformations required to reach the general deformed configuration are shown. Three series tests are presented to evaluate the different predictors and the applicability of the scheme, tests under controlled rotation and varying or constant axial load are described. From the report is conclude : the neural netwark predictor is applied successfully in the removal scheme of the unbalance moment, which is reduced to a negligible level.

Report

(3 results)
  • 1996 Annual Research Report   Final Research Report Summary
  • 1995 Annual Research Report
  • Research Products

    (12 results)

All Other

All Publications (12 results)

  • [Publications] C.Zavala,K.Ohi: "Neuro-Hybrid Substructuring on-line Test on Moment Relistant Frames" Proceedings of the Eleventh World Conference on Earthquake Engineering. (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] 林暁光,大井謙一: "部分構造法による半剛接鉄骨骨組の地震応答実験" 鋼構造年次論文報告集. Vol.3. 77-82 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] C.Zavala,K.Ohi: "A General Scheme for Substructuring On-line Hybrid Test on Planar Moment Frames" Proceedings of the 4th Pacific Structural Steel Conference. 127-132 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] K.Ohi,X.G.Lin,A.Nishida: "Sub-structuring Pseudo-dynamic Test on Semi-rigidly Jointed Steel Frames" Proceedings of the Eleventh World Conference on Earthquake Engineering. (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] Zavala Carlos,大井謙一: "MSモデルを用いたラーメンのオンラインサブストラクチャー応答" 日本建築学会大会学術講演梗概集. 963-964 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] C.Zavala, K.Ohi, K.Takanashi: "Neuro-Hybrid Substructuring on-line Test on Moment Relistant Frames" Proceedings of the Eleventh World Conference on Earthquake Engineering. (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] X.G.Lin, K.Ohi, T.Takanashi, Y.Shimawake: "Substructuring Earthquake Response Tests on Semi-rigidly Jointed Steel Frames" Journal of Constructional Steel. Vol. 3. 77-82 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] C.Zavala, K.Ohi, K.Takanashi: "A General Scheme for Substructuring On-line Hybrid Test on Planar Moment Frames (The Neural Network Model)" Proceedings of the 4th Pacific Structural Steel Conference (PSSC'95). 127-132 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] K.Ohi, X.G.Lin, A.Nishida: "Sub-structuring Pseudo-dynamic Test on Semi-rigidly Jointed Steel Frames" Proceedings of the Eleventh World Conference on Earthquake Engineering. (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] Zavala Carlos, K.Ohi, K.Takanashi: "On-line Substructuring Hybrid Test on Flexible Frames using the MS-Predictor" Summaries of Technical Papers of Annual Meeting Architectural Institute of Japan. 963-964 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] C.Zavala,K.Ohi,Takanashi: "Neuro-Hybrid Substructuring on-line Test on Moment Relistant Frames" Proceedings of the Eleventh World Conference on Earthquake Engineering. (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] K.Ohi,X.G.Lin,A.Nishida: "Sub-structuring Pseudo-dynamic Test on Semi-rigidly Jointed Steel Frames" Proceedings of the Eleventh World Conference on Earthquake Engineering. (1996)

    • Related Report
      1996 Annual Research Report

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Published: 1996-04-01   Modified: 2016-04-21  

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