Transactions of Nanjing University of Aeronautics & Astronautics
Model Updating for High Speed Aircraft in Thermal Environment Using Adaptive Weighted-Sum Methods
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Abstract:
Model updating for aircraft in a high temperature environment (HTE) is proposed based on the hierarchical method. With this method, the problem can be decomposed into temperature field updating and dynamic structural updating. In order to improve the estimation accuracy, the model updating problem is turned into a multi-objective optimization problem by constructing the objective function which combined with residues of modal frequency and effective modal mass. Then the metamodeling, support vector regression (SVR) is introduced to improve the optimization efficiency, and the solution can be determined by adaptive weighted-sum method (AWS). Finally, the proposed method is tested on a finite element (FE) model of a reentry vehicle model. The results show that the multi-objective model updating method in HTE can identify the input parameters of the temperature field and structure with good accuracy．
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