Optimizing Flow Control with Ensemble Kalman Method for Mitigating Flow-Induced Vibration
The ensemble Kalman method is introduced for optimizing flow control strategies in order to mitigate the flow-induced vibration of structures. Different types of control strategies such as passive control, open-loop active control, and closed-loop active control are tested, showing the flexibility of the method in flow control optimization. The ensemble Kalman method is first tested to mitigate vortex shedding of flows around a circular cylinder by optimizing the placement of small cylinders downstream. Further, the method is assessed to suppress shock buffeting over the NACA 0012 airfoil by optimizing the movement of a compliant aileron. Our results for all test cases show that the ensemble-based method can effectively find optimal control strategies that significantly reduce the vibrations of aerodynamic force, and can be a useful alternative for flow control optimization, due to its merits in nonintrusiveness and ease of implementation.
Authors
- Shizhao Wang (ORCID: https://orcid.org/0000-0002-5111-5356)
- Guowei He (ORCID: https://orcid.org/0000-0003-4738-0816)
- Yi Liu (ORCID: https://orcid.org/0000-0002-1044-6626)
- Xinlei Zhang (ORCID: https://orcid.org/0000-0003-2281-3363)
Institutions
- State Key Laboratory of Nonlinear Mechanics
Publication Details
- Journal
- AIAA Journal
- Published
- 2025-04-11
- DOI
- https://doi.org/10.2514/1.j064850
- Primary Topic
- Wind and Air Flow Studies
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Natural Science Foundation of China
- China Postdoctoral Science Foundation