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Application of Bayesian model calibration to numerical modeling of existing bridges for seismic design

Research Project

Project/Area Number 25820203
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Structural engineering/Earthquake engineering/Maintenance management engineering
Research InstitutionYokohama National University

Principal Investigator

Nishio Mayuko  横浜国立大学, 都市イノベーション研究院, 准教授 (00586795)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2015: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2014: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2013: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords既存橋梁 / 有限要素モデル / 事後分布 / ベイズ推定 / モデルV&V / 橋梁振動 / 計測 / 振動計測 / 不確定性 / 構造信頼性 / 橋梁支承 / 劣化 / パラメータ不確定性 / 振動解析 / 振動特性同定 / 加振実験
Outline of Final Research Achievements

In the modeling of existing bridges, the uncertainties of model parameters due to deteriorations, seismic loading histories, and other factors during their operations must be considered to obtain validated numerical models for several applications, such as the seismic reinforcement design, the reliability analysis of existing bridges. In this study, the applicability of posterior distributions of model parameters, which were derived by the Bayesian inference by using measurement dynamic data, to those applications in the existing bridges was shown by several verifications with actual target bridges and the experimental study.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (11 results)

All 2016 2015 2014 2013

All Journal Article (2 results) (of which Peer Reviewed: 2 results,  Acknowledgement Compliant: 1 results) Presentation (8 results) (of which Int'l Joint Research: 1 results) Book (1 results)

  • [Journal Article] SEQUENTIAL ESTIMATION OF POSTERIOR DISTRIBUTIONS OF MODEL PARAMETERS OF BRIDGE BEARNG UNDER CORROSION PROCESS2015

    • Author(s)
      西尾真由子,人見淳
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. A2 (Applied Mechanics (AM))

      Volume: 71 Issue: 2 Pages: I_99-I_108

    • DOI

      10.2208/jscejam.71.I_99

    • NAID

      130005128885

    • ISSN
      2185-4661
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] ベイズ推定による既存構造物数値モデルの不確定性定量化とキャリブレーション2013

    • Author(s)
      西尾真由子, 藤野陽三
    • Journal Title

      土木学会論文集A2

      Volume: 69 Pages: 711-718

    • NAID

      130004557403

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] 既存橋梁の諸問題に取り組むための数値モデルV&Vに関する検討2015

    • Author(s)
      西尾真由子,川口裕士,人見淳
    • Organizer
      第8回構造物の安全性・信頼性シンポジウム
    • Place of Presentation
      東京
    • Year and Date
      2015-10-14
    • Related Report
      2015 Annual Research Report
  • [Presentation] 支承部の機能劣化過程に着目した既存橋梁モデルV&Vに関する基礎研究2015

    • Author(s)
      人見淳,西尾真由子
    • Organizer
      第18回応用力学シンポジウム
    • Place of Presentation
      金沢
    • Year and Date
      2015-05-16
    • Related Report
      2015 Annual Research Report 2014 Research-status Report
  • [Presentation] Uncertainty quantification and calibration of dynamic models of existing bridges considering difference of modeling strategy2015

    • Author(s)
      Nishio M., Kwaguchi Y.
    • Organizer
      IABSE Nara
    • Place of Presentation
      奈良
    • Year and Date
      2015-05-13 – 2015-05-15
    • Related Report
      2014 Research-status Report
  • [Presentation] Uncertainty quantification and calibration of dynamic models of existing bridges considering difference of modeling strategy2015

    • Author(s)
      Nishio M., Kwaguchi Y.
    • Organizer
      IABSE conference Nara 2015
    • Place of Presentation
      奈良
    • Year and Date
      2015-05-13
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] モデル化の違いに着目した既存橋梁動解析モデルのベイジアンキャリブレーション2014

    • Author(s)
      川口裕士, 西尾真由子
    • Organizer
      平成26年度土木学会全国大会第69回年次学術講演会
    • Place of Presentation
      大阪
    • Year and Date
      2014-09-10 – 2014-09-12
    • Related Report
      2014 Research-status Report
  • [Presentation] Application of model uncertainty quantification to bridge condition assessment using dynamic test data2014

    • Author(s)
      Nishio M., Fujino Y.
    • Organizer
      6th World Conference on Structural Control and Monitoring
    • Place of Presentation
      Barcelona
    • Year and Date
      2014-07-15 – 2014-07-17
    • Related Report
      2014 Research-status Report
  • [Presentation] Application of model uncertainty quantification to bridge condition assessment using dynamic test data2014

    • Author(s)
      Mayuko Nishio
    • Organizer
      6th World Conference on Structural Control and Monitoring
    • Place of Presentation
      Madrid, Spain
    • Related Report
      2013 Research-status Report
  • [Presentation] Bayesian inference based model calibration for dynamic analysis of seismic isolated bridges2013

    • Author(s)
      Mayuko Nishio
    • Organizer
      The 9th International Workshop on Structural Health Monitoring
    • Place of Presentation
      Palo Alto, USA
    • Related Report
      2013 Research-status Report
  • [Book] Feature Extraction for Structural Dynamics Model Validation2016

    • Author(s)
      Mayuko Nishio, Charles Farrar, Francois Hemez, Chris Stull, Gyuhae Park, Phil Cornwell, Eloi Figueiredo, DJ Luscher, Keith Worden
    • Total Pages
      122
    • Publisher
      Los Alamos National Laboratory Report, LA-UR-16-20151
    • Related Report
      2015 Annual Research Report

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Published: 2014-07-25   Modified: 2019-07-29  

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