Title :
Evolving strategies for active flow control
Author :
Milano, Michele ; Koumoutsakos, Petros ; Giannakopoulos, Xavier ; Schmidhuber, Jürgen
Author_Institution :
Inst. fur Fluiddynamik, Eidgenossische Tech. Hochschule, Zurich, Switzerland
Abstract :
Rechenberg and Schwefel (Rechenberg, 1994) came up with the idea of evolution strategies for flow optimization. Since then advances in computer architectures and numerical algorithms have greatly decreased computational costs of realistic flow simulations, and today computational fluid dynamics (CFD) is complementing flow experiments as a key guiding tool for aerodynamic design. Of particular interest are designs with active devices controlling the inherently unsteady flow fields, promising potentially drastic performance leaps. We demonstrate that CFD-based design of active control strategies can benefit from evolutionary computation. We optimize the flow past an actively controlled circular cylinder, a fundamental prototypical configuration. The flow is controlled using surface-mounted vortex generators; evolutionary algorithms are used to optimize actuator placement and operating parameters. We achieve drag reduction of up to 60 percent, outperforming the best methods previously reported in the fluid dynamics literature on this benchmark problem
Keywords :
aerospace control; computational fluid dynamics; evolutionary computation; flow control; optimal control; vortices; active control strategies; active devices; active flow control; actuator placement; aerodynamic design; bluff body flows; circular cylinder; computational fluid dynamics; drag reduction; evolutionary computation; evolving strategies; flow optimization; operating parameters; realistic flow simulations; surface-mounted vortex generators; unsteady flow fields; Aerodynamics; Algorithm design and analysis; Computational efficiency; Computational fluid dynamics; Computational modeling; Computer architecture; Computer simulation; Evolutionary computation; Fluid flow control; Prototypes;
Conference_Titel :
Evolutionary Computation, 2000. Proceedings of the 2000 Congress on
Conference_Location :
La Jolla, CA
Print_ISBN :
0-7803-6375-2
DOI :
10.1109/CEC.2000.870297