activity
20142022
most citedDeep Learning of Vortex Induced Vibrations

403 citations · 946 across the 14 of their papers we have counts for

collaborators

14 papers

cs.RO2022★ 6 cited

Morpheus: An A-sized AUV with morphing fins and algorithms for agile maneuvering

Supun Randeni, Michael Sacarny, Michael Benjamin +1

We designed and constructed an A-sized base autonomous underwater vehicle (AUV), augmented with a stack of modular and extendable hardware and software, including autonomy, navigat…

physics.flu-dyn2021★ 5 cited

Learning Optimal Parametric Hydrodynamic Database for Vortex-Induced Crossflow Vibration Prediction

Samuel Rudy, Dixia Fan, Jose del Aguila Ferrandis +2

The Vortex-induced vibration (VIV) prediction of long flexible cylindrical structures relies on the accuracy of the hydrodynamic database constructed via rigid cylinder forced vibr…

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…

physics.flu-dyn2018★ 403 cited

Deep Learning of Vortex Induced Vibrations

Maziar Raissi, Zhicheng Wang, Michael S. Triantafyllou +1

Vortex induced vibrations of bluff bodies occur when the vortex shedding frequency is close to the natural frequency of the structure. Of interest is the prediction of the lift and…