A review of physics-informed machine learning in fluid mechanics

P Sharma, WT Chung, B Akoush, M Ihme - Energies, 2023 - mdpi.com
Physics-informed machine-learning (PIML) enables the integration of domain knowledge
with machine learning (ML) algorithms, which results in higher data efficiency and more …

Transverse jets and their control

AR Karagozian - Progress in energy and combustion science, 2010 - Elsevier
The jet in crossflow or transverse jet has been studied extensively because of its relevance
to a wide variety of flows in technological systems, including fuel or dilution air injection in …

Dynamic mode decomposition and reconstruction of tip leakage vortex in a mixed flow pump as turbine at pump mode

Y Han, L Tan - Renewable Energy, 2020 - Elsevier
In the present work, the tip leakage vortex (TLV) in a mixed flow pump as turbine at pump
mode is decomposed and reconstructed by Dynamic Mode Decomposition (DMD) for the …

Detection of face spoofing using visual dynamics

S Tirunagari, N Poh, D Windridge… - IEEE transactions on …, 2015 - ieeexplore.ieee.org
Rendering a face recognition system robust is vital in order to safeguard it against spoof
attacks carried out using printed pictures of a victim (also known as print attack) or a …

Large-eddy simulation of highly underexpanded transient gas jets

V Vuorinen, J Yu, S Tirunagari, O Kaario, M Larmi… - Physics of …, 2013 - pubs.aip.org
Large-eddy simulations (LES) based on scale-selective implicit filtering are carried out in
order to study the effect of nozzle pressure ratios on the characteristics of highly …

Proper orthogonal decomposition analysis of vortex dynamics of a circular cylinder under synthetic jet control

LH Feng, JJ Wang, C Pan - Physics of Fluids, 2011 - pubs.aip.org
Vortex dynamics of a circular cylinder controlled by a synthetic jet positioned at the back
stagnation point is experimentally investigated using particle image velocimetry (PIV) …

The identification of coherent structures using proper orthogonal decomposition and dynamic mode decomposition

Q Zhang, Y Liu, S Wang - Journal of Fluids and Structures, 2014 - Elsevier
A comprehensive comparison was conducted on the identification of coherent structures in
fluid flow using Proper Orthogonal Decomposition (POD) and Dynamic Mode …

Method of dynamic mode decomposition and reconstruction with application to a three-stage multiphase pump

M Liu, L Tan, S Cao - Energy, 2020 - Elsevier
Helico-axial multiphase pumps are significant equipment in the exploitation of petroleum
resources in offshore platforms, and in-depth understanding of gas-liquid flow fields is …

Flow around a circular cylinder with slit

DL Gao, WL Chen, H Li, H Hu - Experimental Thermal and Fluid Science, 2017 - Elsevier
Characteristics of flow around a modified circular cylinder are experimentally investigated in
the present study. The experimental campaign was performed in a wind tunnel at the …

Wind tunnel study of the wind turbine interaction with a boundary-layer flow: Upwind region, turbine performance, and wake region

M Bastankhah, F Porté-Agel - Physics of Fluids, 2017 - pubs.aip.org
Comprehensive wind tunnel experiments were carried out to study the interaction of a
turbulent boundary layer with a wind turbine operating under different tip-speed ratios and …