MODEL CALIBRATION FOR BEAM MODELS IN THE PRESENCE OF MODEL DISCREPANCY

被引:0
|
作者
Lewis, Allison L. [1 ]
McMahan, Jerry A., Jr. [1 ]
Smith, Ralph C. [1 ]
机构
[1] N Carolina State Univ, Dept Math, Raleigh, NC 27695 USA
关键词
D O I
暂无
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Piezoelectric, magnetic and shape memory alloy (SMA) materials offer unique capabilities for energy harvesting and reduced energy requirements in aerospace, aeronautic, automotive, industrial and biomedical applications. However, all of these materials exhibit creep, rate-dependent hysteresis, and constitutive nonlinearities that must be incorporated in models and model-based control designs to achieve their full potential. Furthermore, models and control designs must be constructed in a manner that incorporates parameter and model uncertainties and permits predictions with quantified uncertainties. In this presentation, we compare the Euler-Bernoulli and Timoshenko beam models for a cantilever beam with an applied PZT patch to illustrate parameter estimation in the presence of model discrepancy.
引用
收藏
页数:8
相关论文
共 50 条
  • [1] Quantification of Model Uncertainty: Calibration, Model Discrepancy, and Identifiability
    Arendt, Paul D.
    Apley, Daniel W.
    Chen, Wei
    JOURNAL OF MECHANICAL DESIGN, 2012, 134 (10)
  • [2] BAYESIAN CALIBRATION WITH ADAPTIVE MODEL DISCREPANCY
    Leoni, Nicolas
    Le Maitre, Olivier
    Rodio, Maria-Giovanna
    Congedo, Pietro Marco
    INTERNATIONAL JOURNAL FOR UNCERTAINTY QUANTIFICATION, 2024, 14 (01) : 19 - 41
  • [3] Selection of model discrepancy priors in Bayesian calibration
    Ling, You
    Mullins, Joshua
    Mahadevan, Sankaran
    JOURNAL OF COMPUTATIONAL PHYSICS, 2014, 276 : 665 - 680
  • [4] Model discrepancy calibration across experimental settings
    Maupin, Kathryn A.
    Swiler, Laura P.
    RELIABILITY ENGINEERING & SYSTEM SAFETY, 2020, 200
  • [5] Model discrepancy calibration across experimental settings
    Maupin, Kathryn A.
    Swiler, Laura P.
    Maupin, Kathryn A. (kmaupin@sandia.gov), 1600, Elsevier Ltd (200):
  • [6] DISCREPANCY MODELING FOR MODEL CALIBRATION WITH MULTIVARIATE OUTPUT
    White, Andrew
    Mahadevan, Sankaran
    INTERNATIONAL JOURNAL FOR UNCERTAINTY QUANTIFICATION, 2023, 13 (06) : 1 - 23
  • [7] Bayesian inference and predictive performance of soil respiration models in the presence of model discrepancy
    Elshall, Ahmed S.
    Ye, Ming
    Niu, Guo-Yue
    Barron-Gafford, Greg A.
    GEOSCIENTIFIC MODEL DEVELOPMENT, 2019, 12 (05) : 2009 - 2032
  • [8] STRUCTURED DISCREPANCY IN BAYESIAN MODEL CALIBRATION FOR CHEMCAM ON THE MARS CURIOSITY ROVER
    Bhat, K. Sham
    Myers, Kary
    Lawrence, Earl
    Colgan, James
    Judge, Elizabeth
    ANNALS OF APPLIED STATISTICS, 2020, 14 (04): : 2020 - 2036
  • [9] Mixtures of experts for understanding model discrepancy in dynamic computer models
    Nott, David J.
    Marshall, Lucy
    Fielding, Mark
    Liong, Shie-Yui
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2014, 71 : 491 - 505
  • [10] Mathematical models of message discrepancy: previous models and a modified psychological discounting model
    Chung, Sungeun
    Fink, Edward L.
    COMMUNICATION THEORY, 2022, 32 (04) : 471 - 487