34th Congress of the International Council of the Aeronautical Sciences

03.4 - Applied Aerodynamics

MULTI-FIDELITY SURROGATE MODELING BASED ON DATA EXTENSION USING POD AND ANN

W. Wang¹, X. Jia¹, C. Gong¹, C. Li¹; ¹Northwestern Polytechnical University, China

A multi-fidelity surrogate model based on data extension using POD and ANN is proposed. The model can fuse various-fidelity heterogeneous data through the extension model, and provide accurate predictions of the flow data. The case of airfoil validated the proposed method, and indicates that it can significantly improve modeling efficiency with good precision.


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