Koopman mode analysis on discovering distributed energy transfer of post-transient flutter of a bluff body

Q Zhu, H Li, H Zhu, L Zhou, KT Tse, H Zhang - Ocean Engineering, 2024 - Elsevier
The flutter response of a rectangular cylinder model with an aspect ratio of 5 is investigated
by direct numerical simulation for various Reynolds numbers (Re) and flow angles of attack …

Multi-fidelity prediction of fluid flow based on transfer learning using Fourier neural operator

Y Lyu, X Zhao, Z Gong, X Kang, W Yao - Physics of Fluids, 2023 - pubs.aip.org
Data-driven prediction of laminar flow and turbulent flow in marine and aerospace
engineering has received extensive research and demonstrated its potential in real-time …

Three-dimensional wake transition of rectangular cylinders and temporal prediction of flow patterns based on a machine learning algorithm

A Mashhadi, A Sohankar, MM Moradmand - Physics of Fluids, 2024 - pubs.aip.org
This study investigates the three-dimensional (3D) wake transition in unconfined flows over
rectangular cylinders using direct numerical simulation (DNS). Two different cross-sectional …

[HTML][HTML] Data-driven prediction of cylinder-induced unsteady wake flow

S Li, J Yang, P Teng - Applied Ocean Research, 2024 - Elsevier
Understanding cylinder-induced wake is pivotal in fluid dynamics, providing essential
insights for the design and analysis of various structures, including offshore platforms …

Resolvent and dynamic mode analysis of flow past a square cylinder at subcritical Reynolds numbers

H Yuan, J Kou, C Gao, W Zhang - Physics of Fluids, 2023 - pubs.aip.org
Flow-induced vibration (FIV) of bluff bodies can occur at subcritical Reynolds numbers (ie,
below the Re of the vortex shedding from fixed bodies). To analyze the mechanism of this …

[HTML][HTML] Nonlinear model order reduction of engineering turbulence using data-assisted neural networks

C Zhu, J Fu, D Xiao, J Wang - Computer Physics Communications, 2025 - Elsevier
Conducting repeated high-fidelity simulations of complex turbulent flows entails substantial
computational costs in engineering applications. Reduced-order modeling (ROM) seeks to …

Experimental study on cylinder wake control using forced rotation

MH Aksoy, S Yagmur, S Dogan, I Goktepeli… - Journal of Wind …, 2024 - Elsevier
The study focused on the flow over a rotating circular cylinder in the context of flow control.
Particle Image Velocimetry was employed to examine flow characteristics at 2.5× 10 3≤ …

LSTM-based neural network architecture for predicting the nonlinear dynamic behavior of functional gradient viscoelastic porous plates

MJ Allah, S Hassouna, A Timesli… - Materials Today …, 2024 - Elsevier
In this study, the dynamic analysis of viscoelastic porous functional graded material plates is
investigated using LSTM-based neural network architecture. A model based on third-order …

Suppression of vortex-induced vibration of an elastically mounted sphere by electromagnetic force

W Yao, X Jia, H Zhang, M Gui - Physics of Fluids, 2023 - pubs.aip.org
In this paper, electromagnetic force on two degrees of freedom vortex-induced vibration
(VIV) of an elastically mounted sphere for vibration suppression is numerically achieved at …

Data-driven identification of variational equations for vortex-induced vibration systems

K Lu, Z Zeng, X Xiong, X Wang… - Journal of …, 2025 - asmedigitalcollection.asme.org
In this study, a data-driven approach using the embedded variational principle is used to
identify the variational equations of vortex-induced vibration fluid-structure interaction …