Journal of Engineering Mechanics · 2010 · 129 citations · 23 references
EngineeringCivil EngineeringFinite Element AnalysisStructural AnalysisStructural EngineeringBridge Structural AnalysisFinite Element FormulationSolid Mechanics ApplicationsStructural DesignStructural Finite Element AnalysisStructural Response AnalysisComputational StaticsFinite Element ModelingModel Updating
The study introduces a response‑surface methodology for updating finite‑element models using measured static structural responses. By replacing traditional finite‑element models with low‑dimensional response surfaces built via uniform design and a parameter‑scope‑shrinking technique, the authors enable efficient optimization, validated on a numerical beam and a full‑scale bridge. The approach offers easy implementation, high cost‑efficiency, and sufficient accuracy, eliminating the need for finite‑element calculations during each optimization iteration and making it practical with commercial FE packages.
With the aid of the response surface methodology, which is a combination of mathematical and statistical techniques, this paper presents a method for updating a finite-element model based on the measured static responses of structures. Unlike in the traditional model updating procedure, original finite-element models are replaced with response surface models constructed using the uniform design. By this means the complexity of a structure can be easily expressed by explicit functions with low dimensions. A parameter scope shrinking technique is also proposed to construct response surface models. The proposed method is verified against a numerical beam and an experimental full-scale continuous box-girder bridge. It is demonstrated that the proposed response surface–based finite-element-model updating in structural statics has the advantages of easy implementation, high cost-efficiency, and adequate updating accuracy. Once the response surface model that is formulated explicitly is constructed, no finite-element calculation is required in each optimization iteration during updating. Therefore, such finite-element model updating can be easily implemented in practice with available commercial finite-element analysis packages.
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Empirical Model Building and Response Surfaces
Anne E. Freeny, George E. P. Box, Norman R. Draper · Technometrics · 1988 · 5.1K citations