Laboratory for Dynamics of Machines and Structures
Multi-Level Curvature-Based Parametrization and Model Updating Using a 3D Full-Field Response
K. Zaletelj,
D. Gorjup,
J. Slavič and
M. Boltežar
Mechanical Systems and Signal Processing, 2023
Model updating improves the correlation between the response of the real structure and the response of the finite-element (FE) model; however, the selection of the updating parameters (parametrization) is crucial for its success. Using full-field modal shapes, a large number of parameters can be updated, mph{e.g.}, the Young's moduli of all the finite elements; however, the structural response is not necessarily sensitive to an arbitrary parameter, making the optimization problem ill-conditioned. Additionally, the computation of the full sensitivity matrix is not feasible for relatively large FE models. Not all locations are equally important for model updating; at locations of the highest mechanical loads, more focus is required. In this research, the updating parameters are based on the curvature of the 3D full-field experimental shape, where locations with high curvature are associated with high sensitivity. The assumption is initially researched with the Euler-Bernoulli beam elements and second-order tetrahedrons. The proposed method is investigated on numerical and real experiments, where successful updating was confirmed. With the proposed parametrization and updating approach, a geometrically complex structure is parametrized and the parameters updated without significant user input, generalizing the model-updating procedure.
  Ladisk, Faculty of Mechanical Engineering, University of Ljubljana
  klemen.zaletelj@fs.uni-lj.si
  +386 1 4771 228 klemengit    
  Ladisk, Faculty of Mechanical Engineering, University of Ljubljana
  domen.gorjup@fs.uni-lj.si
  +386 1 4771 227 domengorjup    
  Ladisk, Faculty of Mechanical Engineering, University of Ljubljana
  janko.slavic@fs.uni-lj.si
  +386 1 4771 226 jankoslavic     jankoslavic