activity
20202023
most citedA fast multi-fidelity method with uncertainty quantification for complex data correlations: Application to vortex-induced vibrations of marine risers

36 citations · 64 across the 7 of their papers we have counts for

collaborators
Showing 2020Show all

3 papers · 1 filter

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…

physics.flu-dyn2020★ 3 cited

An active learning strategy to study the flow control of a stationary cylinder with two asymmetrically attached rotating cylinders

Juhan Wang, Dixia Fan

We numerically investigate the flow control problem of the flow passing a stationary cylinder at a fixed Reynold number 500 using two attached control cylinders with different rota…

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…