Shock and Vibration · 2018 · 17 citations · 33 references
EngineeringCivil EngineeringFinite Element AnalysisStructural AnalysisStructural EngineeringDynamic Response AnalysisModal AnalysisStructural DesignStructural Finite Element AnalysisStructural MechanicsStructural Response AnalysisFinite Element Analysis Of Bolted JointsFinite Element Modal AnalysisFinite Element ModelingHierarchical Bayesian ModelModal UpdatingModel UpdatingRadial Basis Function NetworksRadial Basis Function Surrogates
Bolt‐jointed structure is widely used in engineering fields. The dynamic characteristics of bolt‐jointed structure are complex, and there is a variety of uncertainties in the jointed structure. In this study, modeling and updating of a typical bolt‐jointed structure are investigated. In modeling terms, three‐dimensional brick elements are used to represent the substructures, and thin‐layer elements with virtual material properties are employed to represent the joint interface. Modal tests and experimental modal analysis of substructures and built‐up structure are performed. A hierarchical model updating strategy based on Bayesian inference is applied to identify the unknown parameters in the substructures model and those in the overall model. Radial basis function (RBF) models are used as surrogates of time‐consuming finite element model with high resolution to avoid the enormous computational cost. The results indicate that the updated model can reproduce modal frequencies used in updating and can predict those not used in the updating procedure.
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Heikki Haario, Marko Laine, Antonietta Mira et al. · Statistics and Computing · 2006 · 1.5K citations