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The possibilities depend on the parameter type and on the element formulation.Alternatively, externally computed sensitivity coefficients can be imported.Finite-element-model updating techniques are then reviewed and these can be broadly categorized into: matrix update methods, sensitivity-based techniques, iterative optimization procedures, Bayesian methods and computational intelligence techniques.Computational intelligence technques, which are the subject of this book, are then reviewed in detail.The third task is to formulate a function which has the parameters that are expected to be design variables, and which represents the distance between the measured data and the finite element model predicted data.The fourth step is to implement the optimization method to identify parameters that minimize this function.In this paper, a response surface-based FE model updating procedure for civil engineering structures in structural dynamics is presented.

Arras, M., Coppotelli, G., Marzocca, P., and Mezzapesa, A., "Updating of an Unmanned Aerial Vehicle Finite Element Model using Experimental Data," SAE Technical Paper 20, 2015, doi:10.4271/20.A basic introduction to the most important procedures of computational model updating is provided, including tutorial examples to reinforce the reader’s understanding and a large scale model updating example of a helicopter airframe.Fast-running response surface models that approximate multivariate input/output relationships of time-consuming physical-based computer models enable effective finite element (FE) model updating analyses.The proposed procedure is illustrated by a simulated simply supported beam and a full-size precast continuous box girder bridge tested under operational vibration conditions.The results have been compared with those obtained from the traditional sensitivity-based FE model updating method.




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