4.7 Article

A reduced-order model for compressible flows with buffeting condition using higher order dynamic mode decomposition with a mode selection criterion

期刊

PHYSICS OF FLUIDS
卷 30, 期 1, 页码 -

出版社

AMER INST PHYSICS
DOI: 10.1063/1.4999699

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资金

  1. National Natural Science Foundation of China [11572252]
  2. National Science Fund for Excellent Young Scholars [11622220]
  3. 111 project of China [B17037]
  4. ATCFD Project [2015-F-016]
  5. Universidad Politecnica de Madrid I+D+I Program for International Collaborations

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This study proposes an improvement in the performance of reduced-order models (ROMs) based on dynamic mode decomposition to model the flow dynamics of the attractor from a transient solution. By combining higher order dynamic mode decomposition (HODMD) with an efficient mode selection criterion, the HODMD with criterion (HODMDc) ROM is able to identify dominant flow patterns with high accuracy. This helps us to develop a more parsimonious ROM structure, allowing better predictions of the attractor dynamics. The method is tested in the solution of a NACA0012 airfoil buffeting in a transonic flow, and its good performance in both the reconstruction of the original solution and the prediction of the permanent dynamics is shown. In addition, the robustness of the method has been successfully tested using different types of parameters, indicating that the proposed ROM approach is a tool promising for using in both numerical simulations and experimental data. Published by AIP Publishing.

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