Experimental and modeling analysis of the transient spray characteristics of cyclopentane at sub-and transcritical conditions using a machine learning approach

T Jeyaseelan, M Son, T Sander, L Zigan - Physics of Fluids, 2023 - pubs.aip.org
Although fuel spray parameters, such as spray cone angle and penetration length, are
crucial for developing high-efficiency and high-performance combustion engines, general …

Advancing Fuel Spray Characterization: A Machine Learning Approach for Directly Injected Gasoline Fuel Sprays

S Khan, M Masood, M Medina, F Alzahrani - Fuel, 2024 - Elsevier
Compression ignition engines when operated on gasoline fuels cause significant reduction
in NO x and particulate emissions. In such advanced combustion strategy, the fuel-oxidiser …

[HTML][HTML] Acceleration of Modeling Capability for GDI Spray by Machine-Learning Algorithms

Y El Marnissi, K Lee, J Hwang - Fluids, 2024 - mdpi.com
Cold start causes a high amount of unburned hydrocarbon and particulate matter emissions
in gasoline direct injection (GDI) engines. Therefore, it is necessary to understand the …

[PDF][PDF] Using machine learning to predict synthetic fuel spray penetration from limited experimental data without computational fluid dynamics

B Richards, N Emekwuru - International Conference on Energy …, 2022 - library.oapen.org
Abstract Machine Learning (ML) is increasingly used to predict fuel spray characteristics, but
ML conventionally requires large datasets for training. There is a problem of limited training …

Effects of fuel properties on under-expansion behaviors of flash-boiling jets

L Xu, Y Li, ZE Liu, G Tan, S Shuai, H Xu - 2023 - sae.org
The rapid phase change of flash boiling jets would induce under-expansion and affect the
spray characteristics, but there is lack of investigations on fuel properties on under …

Prediction of Spray Vapor Tip Penetration of Diesel, Biodiesel and Synthetic Fuels Using Artificial Neural Networks with Confidence Intervals

B Richards, N Emekwuru - 2023 - sae.org
Fuel spray and atomization processes affect the combus-tion and emissions characteristics
of fuels in internal combustion engines. Biodiesel and synthetic fuels such as oxymethylene …