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Complete vortex shedding suppression in highly slender elliptical cylinders through deep reinforcement learning-driven flow control

By Wang Jia and Hang Xu
By leveraging the high dimensional nonlinear mapping capabilities of artificial neural networks in conjunction with the powerful control mechanisms of reinforcement learning, we attain real-time, precise modulation of synthetic jet flow rates over elliptical cylinders with varying aspect ratios (Ar). The training outcomes for elliptical cylinders with a blockage ratio... Show more
October 1, 2024
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Complete vortex shedding suppression in highly slender elliptical cylinders through deep reinforcement learning-driven flow control
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