403 citations · 946 across the 14 of their papers we have counts for
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physics.flu-dyn2020★ 36 cited
A fast multi-fidelity method with uncertainty quantification for complex data correlations: Application to vortex-induced vibrations of marine risers
Xuhui Meng, Zhicheng Wang, Dixia Fan +2
We develop a fast multi-fidelity modeling method for very complex correlations between high- and low-fidelity data by working in modal space to extract the proper correlation funct…
cs.CE2020★ 18 cited
Improved VIV response prediction using adaptive parameters and data clustering
Jie Wu, Decao Yin, Halvor Lie +3
Slender marine structures such as deep-water riser systems are continuously exposed to currents leading to vortex-induced vibrations (VIV) of the structure. This may result in ampl…
physics.flu-dyn2020★ 9 cited
Reinforcement Learning for Active Flow Control in Experiments
Dixia Fan, Liu Yang, Michael S Triantafyllou +1
We demonstrate experimentally the feasibility of applying reinforcement learning (RL) in flow control problems by automatically discovering active control strategies without any pr…