Numerical Investigation of the Flow Around a Generic Car Using Dynamic Mode Decomposition

Author:

Peichl Martin1,Mack Steffen1,Indinger Thomas1,Decker Friedhelm2

Affiliation:

1. Technische Universität München, Garching, Germany

2. AUDI AG, Ingolstadt, Germany

Abstract

The drag of a car is highly dependent on the topology of its complex wake system. Small changes in the shape of the car, that do not have a big effect when considered separately, can lead to significant changes in the total drag when the vortex systems of the changed part of the car body interact with the wake vortices. To understand these interferences, a method is necessary that decomposes the flow based on dynamic information. In this paper, the feasibility of using the Dynamic Mode Decomposition (DMD) to analyze the dynamic behavior of the wake flow of a car is investigated. The DMD is found to extract useful information from the flow when applied to three dimensional velocity vector fields. The CFD simulations are validated by yet unpublished experimental results from experiments in two different wind tunnels.

Publisher

American Society of Mechanical Engineers

Cited by 6 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Manipulation of the aerodynamic behavior of the DrivAer model using dimple patterns;Journal of Wind Engineering and Industrial Aerodynamics;2023-02

2. Introduction of a new car model series for aerodynamics research;Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering;2021-10-19

3. Experimental study on the three-dimensional wake structure of the DrivAer standard model;Journal of Visualization;2021-01-03

4. Comparison of Time-Resolved Experimental and Numerical Data in the Wake of a Full-Scale Passenger Car;International Journal of Automotive Engineering;2020

5. Online Dynamic Mode Decomposition Methods for the Investigation of Unsteady Aerodynamics of the DrivAer Model (First Report);International Journal of Automotive Engineering;2018

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