Machine learning–accelerated computational fluid dynamics

D Kochkov, JA Smith, A Alieva… - Proceedings of the …, 2021 - National Acad Sciences
Numerical simulation of fluids plays an essential role in modeling many physical
phenomena, such as weather, climate, aerodynamics, and plasma physics. Fluids are well …

[HTML][HTML] Turbulent combustion modeling for internal combustion engine CFD: A review

S Posch, C Gößnitzer, M Lang, R Novella… - Progress in Energy and …, 2025 - Elsevier
The modeling of combustion or, to be exact, turbulent combustion using numerical
simulation has become state-of-the-art in the process of developing internal combustion …

Computational assessment of effects of throat diameter on combustion and turbulence characteristics in a pre-chamber engine

M Silva, X Liu, P Hlaing, S Sanal, E Cenker… - Applied Thermal …, 2022 - Elsevier
Towards fundamental investigation of key physical aspects of pre-chamber combustion, the
current work utilizes computational fluid dynamics to comprehend the effect of the throat …

Multi-scale simulation of complex systems: a perspective of integrating knowledge and data

H Wang, H Yan, C Rong, Y Yuan, F Jiang… - ACM Computing …, 2024 - dl.acm.org
Complex system simulation has been playing an irreplaceable role in understanding,
predicting, and controlling diverse complex systems. In the past few decades, the multi-scale …

Active and passive prechamber assisted engine combustion: simultaneous 50kHz formaldehyde PLIF and OH* visualization

P Sharma, Q Tang, ME Marquez, E Cenker… - Combustion and …, 2023 - Elsevier
Prechamber-assisted internal combustion engines allow lean limit extension by replacing
the spark plug with multiple, high-temperature, radical-rich jets that entrain and ignite the …

Effects of volume and nozzle area in narrow-throat spark-ignited pre-chamber combustion engines

P Hlaing, ME Marquez, E Cenker, HG Im, B Johansson… - Fuel, 2022 - Elsevier
The pre-chamber combustion concept (PCC) concept shows promises for lean combustion
to achieve improved combustion stability and engine efficiency. The KAUST narrow-throat …

Computational assessment towards understanding the energy conversion and combustion process of lean mixtures in passive pre-chamber ignited engines

J Benajes, R Novella, J Gomez-Soriano… - Applied Thermal …, 2020 - Elsevier
In this paper, a computational study was performed using a combination of several
numerical tools to better understand the limiting aspects of combustion in a passive pre …

Analysis of the combustion process in a lean-burning turbulent jet ignition engine fueled with methane

E Distaso, R Amirante, E Cassone, P De Palma… - Energy Conversion and …, 2020 - Elsevier
Recent needs of reducing pollutant emissions of internal combustion engines have pushed
the development of non-conventional ignition systems. One of the most promising …

Effects of geometry on passive pre-chamber combustion characteristics

M Silva, S Sanal, P Hlaing, E Cenker, B Johansson… - 2020 - sae.org
Towards a fundamental understanding of the ignition characteristics of pre-chamber (PC)
combustion engines, computational fluid dynamics (CFD) simulations were conducted using …

The thickened flame approach for non-premixed combustion: Principles and implications for turbulent combustion modeling

B Cuenot, F Shum-Kivan, S Blanchard - Combustion and Flame, 2022 - Elsevier
Modeling turbulent non-premixed combustion remains a challenge in the context of Large
Eddy Simulation (LES) in complex geometries and for realistic conditions, taking into …