Predicting the Sauter Mean Diameter of Swirl Cup Airblast Fuel Injector Based on Backpropagation (BP) Neural Network Model-Reference-Cited by-同舟云学术

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Predicting the Sauter Mean Diameter of Swirl Cup Airblast Fuel Injector Based on Backpropagation (BP) Neural Network Model

Published:2023-10-19 Issue:43 Volume:8 Page:40162-40173
ISSN:2470-1343
Container-title:ACS Omega
language:en
Short-container-title:ACS Omega

Author:

Fang Chuanyu¹²³^ORCID,Liu Fuqiang⁴,Yang Jinhu⁴,Wang Shaolin¹²³,Liu Cunxi¹²³^ORCID,Mu Yong⁴,Xu Gang¹²³,Zhu Junqiang¹²³,Liu Yushuai¹²³

Affiliation:

1. Laboratory of Light-Duty Gas-Turbine, Institute of Engineering Thermophysics, Chinese Academy of Sciences, Beijing 100190, China

2. University of Chinese Academy of Sciences, Beijing 100049, China

3. Innovation Academy for Light-duty Gas Turbine, Beijing 100190, China

4. Qingdao Institute of Aeronautical Technology, Qingdao, 266400 Shandong, China

Funder

National Major Science and Technology Projects of China

National Natural Science Foundation of China

Publisher

American Chemical Society (ACS)

Subject

General Chemical Engineering,General Chemistry

Link

https://pubs.acs.org/doi/pdf/10.1021/acsomega.3c03232

Reference47 articles.

1. Airblast atomization

2. Fu, Y.; Cai, J.; Jeng, S. M.; Mongia, H. In Confinement Effects on the Swirling Flow of a Counter-Rotating Swirl Cup, Asme Turbo Expo: Power for Land, Sea, & Air, 2005; pp 469–478.

3. Experimental Investigation of Spray and Combustion Performances of a Fuel-Staged Low Emission Combustor: Effects of Main Swirl Angle

4. Wang, H. Y.; McDonell, V. G.; Samuelsen, S. Influence of Hardware Design on the Flow Field Structures and the Patterns of Droplet Dispersion: Part I ─ Mean Quantities, ASME 1993 International Gas Turbine and Aeroengine Congress and Exposition, 1993.

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1. Improved semi-theoretical correlation to predict the Sauter mean diameter of swirl cups;Physics of Fluids;2024-05-01

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