Time-sequenced flow field prediction in an optical spark-ignition direct-injection engine using bidirectional recurrent neural network (bi-RNN) with long short-term memory-Reference-Cited by-同舟云学术

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

Published:2020-06 Issue: Volume:173 Page:115253
ISSN:1359-4311
Container-title:Applied Thermal Engineering
language:en
Short-container-title:Applied Thermal Engineering

Author:

Zhao Fengnian,Ruan Zhiming,Yue Zongyu,Hung David L.S.,Som Sibendu,Xu Min

Funder

U.S. Department of Energy

Vehicle Technologies Office

Argonne National Laboratory

Office of Energy Efficiency and Renewable Energy

China Scholarship Council

Publisher

Elsevier BV

Subject

Industrial and Manufacturing Engineering,Energy Engineering and Power Technology

Reference39 articles.

1. Engines: An Introduction;Lumley,1999

2. High-speed flow and combustion visualization to study the effects of charge motion control on fuel spray development and combustion inside a direct-injection spark-ignition engine;Mittal;SAE Int. J. Engines,2011

3. Effect of swirl on the performance and combustion of a biogas fueled spark ignition engine;Porpatham;Energy Convers. Manage.,2013

4. On the ignition and flame development in a spray-guided direct-injection spark-ignition engine;Peterson;Combust. Flame,2014

5. N. Ozdor, M. Dulger, E. Sher, Cyclic variability in spark ignition engines-a literature survey, SAE Paper 940987, 1994.

Cited by 34 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Gas dynamics and heat exchange of stationary and pulsating air flows during cylinder filling process through different configurations of the cylinder head channel (applicable to piston engines);International Journal of Heat and Mass Transfer;2024-11

2. Fueling the future: Exploring the synergy of artificial intelligence-based algorithms and the use of biofuels in engine development;Journal of the Taiwan Institute of Chemical Engineers;2024-09

3. Optimization and impact of modified operating parameters of a diesel engine emissions characteristic utilizing waste fat biodiesel/di-tert-butyl peroxide blend;Process Safety and Environmental Protection;2024-06

4. Performance analysis of data-driven and physics-informed machine learning methods for thermal-hydraulic processes in Full-scale Emplacement experiment;Applied Thermal Engineering;2024-05

5. Constraint-based Modeling of Fuel-spray Boundary Flow Fields under Sub-cooled and Flash-boiling Conditions;SAE Technical Paper Series;2024-04-09