Surrogate Modeling of Aerodynamic Simulations for Multiple Operating Conditions Using Machine Learning
Author:
Affiliation:
1. IRT Saint Exupéry, 31 405 Toulouse, France
2. CERFACS, 31 057 Toulouse, France
3. Aix Marseille Univ, CNRS, 13451 Marseille Cedex, France
Publisher
American Institute of Aeronautics and Astronautics (AIAA)
Subject
Aerospace Engineering
Link
https://arc.aiaa.org/doi/pdf/10.2514/1.J056405
Reference58 articles.
1. The dynamics of coherent structures in the wall region of a turbulent boundary layer
2. Towards Real-Time Computational-Fluid-Dynamics-Based Aeroelastic Computations Using a Database of Reduced-Order Information
3. The Proper Orthogonal Decomposition in the Analysis of Turbulent Flows
4. On the need for a nonlinear subscale turbulence term in POD models as exemplified for a high-Reynolds-number flow over an Ahmed body
5. Model reduction and inverse problems and data assimilation with geophysical applications. A special issue in honor of I. Michael Navon's 75th birthday
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