Applications of machine learning to the analysis of engine in-cylinder flow and thermal process: A review and outlook

F Zhao, DLS Hung - Applied Thermal Engineering, 2023 - Elsevier
To adequately elucidate the complex in-cylinder flow structures and its underlying effects on
the thermal processes inside an internal combustion engine (ICE) has long been a daunting …

Past and current components-based detailing of particle image velocimetry: A comprehensive review

D Rohacs, O Yasar, U Kale, S Ekici, E Yalcin, A Midilli… - Heliyon, 2023 - cell.com
Particle image velocimetry has been widely used in various sectors from the automotive to
aviation, research, and development, energy, medical, turbines, reactors, electronics …

Online in situ prediction of 3-D flame evolution from its history 2-D projections via deep learning

J Huang, H Liu, W Cai - Journal of Fluid Mechanics, 2019 - cambridge.org
Online in situ prediction of 3-D flame evolution has been long desired and is considered to
be the Holy Grail for the combustion community. Recent advances in computational power …

On the validation of LES applied to internal combustion engine flows: part 1: comprehensive experimental database

E Baum, B Peterson, B Böhm, A Dreizler - Flow, turbulence and …, 2014 - Springer
Improved understanding of in-cylinder flows requires knowledge from well-resolved
experimental velocimetry measurements and flow simulation modeling. Engine simulations …

Limited-projection volumetric tomography for time-resolved turbulent combustion diagnostics via deep learning

J Huang, H Liu, Q Wang, W Cai - Aerospace Science and Technology, 2020 - Elsevier
Time-resolved volumetric tomography (VT) has been applied extensively for turbulent
flow/combustion diagnostics, due to its great capacity in reconstructing three dimensional …

Knock: a century of research

DJ Corrigan, S Fontanesi - SAE International Journal of Engines, 2021 - iris.unimore.it
Knock is one of the main limitations on increasing spark-ignition (SI) engine efficiency. This
has been known for at least 100 years, and it is still the case today. Knock occurs when …

Time-sequenced flow field prediction in an optical spark-ignition direct-injection engine using bidirectional recurrent neural network (bi-RNN) with long short-term …

F Zhao, Z Ruan, Z Yue, DLS Hung, S Som… - Applied Thermal …, 2020 - Elsevier
To further improve the energy conversion efficiency of internal combustion engine, the
transient and complex air flow movement inside the cylinder needs to be better understood …

Experimental investigation of internal air flow during slow piston compression into isothermal compressed air energy storage

T Neu, A Subrenat - Journal of Energy Storage, 2021 - Elsevier
Compressed air could be a solution for the future mass storage of renewable energies. The
isothermal compression and expansion of air by liquid piston is a solution that offers good …

High-speed tomographic PIV and OH PLIF measurements in turbulent reactive flows

B Coriton, AM Steinberg, JH Frank - Experiments in fluids, 2014 - Springer
High-speed tomographic particle image velocimetry (TPIV) is demonstrated in turbulent
reactive flows at acquisition rates ranging from 10 to 16 kHz. The 10-kHz TPIV …

Influence of three-dimensional in-cylinder flows on cycle-to-cycle variations in a fired stratified DISI engine measured by time-resolved dual-plane PIV

J Bode, J Schorr, C Krüger, A Dreizler… - Proceedings of the …, 2017 - Elsevier
The objective of this study is an improved understanding of the three-dimensional in-cylinder
flow and its influence on cycle-to-cycle variations in a fired, direct-injection, spray-guided …