Physics-integrated segmented Gaussian process (SegGP) learning for cost-efficient training of diesel engine control system with low cetane numbers

SR Narayanan, Y Ji, HD Sapra, S Yang… - AIAA SCITECH 2023 …, 2023 - arc.aiaa.org
View Video Presentation: https://doi. org/10.2514/6.2023-1283. vid Control model training is
an essential step towards the development of an engine controls system. A robust controls …

Impact of ignition assistant on combustion of cetane 30 and 35 jet-fuel blends in a compression-ignition engine at moderate load and speed

N Miganakallu, J Stafford… - … for Gas Turbines …, 2023 - asmedigitalcollection.asme.org
This study investigates the use of a commercial-off-the-shelf (COTS) ceramic glow-plug to
assist ignition of jet fuel blends with cetane numbers of 30 and 35, below the minimum …

Computational fluid dynamics and Machine learning-based Piston-Bowl optimization for Energy-Assisted compression ignition of low cetane number sustainable …

H Sapra, R Hessel, N Miganakallu, J Stafford… - Energy Conversion and …, 2024 - Elsevier
Hybrid-electric powertrains have been gaining tremendous interest to propel unmanned
aerial vehicles (UAVs) for Advanced Air Mobility. Present UAV powertrains are designed …

Modeling of the spray-induced wall stress acting on the ignition assistance device

S Kim, R Torelli, SK Oruganti, JI Ryu, T Lee, KS Kim… - Physics of …, 2023 - pubs.aip.org
This research introduces a novel wall-stress model called the Spray-Induced Wall Stress
(SIWS) model, which considers the effects of spray-wall impingement and the resulting …

Multi-fidelity neural network regression for efficient training of energy-assisted diesel engine control system

A Nejadmalayeri, SR Narayanan… - Internal …, 2023 - asmedigitalcollection.asme.org
Low cetane number fuels increase the probability of misfire in diesel engines. Utilizing an
ignition assistant, along with a reliable engine-control system can enhance combustion and …

Combined impacts of engine speed and fuel reactivity on energy-assisted compression-ignition operation with sustainable aviation fuels

J Stafford, E Amezcua, NM Narasimhamurthy, K Kim… - 2023 - sae.org
The combined impacts of engine speed and fuel reactivity on energy-assisted compression-
ignition (EACI) combustion using a commercial off-the-shelf (COTS) ceramic glow plug for …

Numerical investigations of combustion dynamics and thermo-mechanical stress in the ignition assistance system for small aircraft engines

S Kim, JI Ryu, SG Kang, AH Motily… - Combustion Science …, 2023 - Taylor & Francis
The utilization of ignition assistance devices offers an effective solution to overcome the
challenges associated with ignition control in the development of propulsion systems for …

Optical engine investigation of two-injection strategies for energy-assisted compression-ignition combustion of low cetane number sustainable aviation fuels

ER Amezcua, K Kim, CBM Kweon… - … Journal of Engine …, 2024 - journals.sagepub.com
A two-injection strategy was investigated for energy-assisted compression-ignition
combustion using hot surface ignition of low-cetane number sustainable aviation fuels in an …

Passive turbulent jet ignition of jet fuel in a rapid compression machine

G Trombley, E Toulson, K Kim, E Mayhew… - Applied Thermal …, 2024 - Elsevier
Turbulent jet ignition is a promising alternative to conventional spark ignition systems to
achieve rapid combustion of difficult-to-ignite mixtures. Jet ignition can facilitate combustion …

Diverse Expected Improvement (DEI): Diverse Bayesian Optimization of Expensive Computer Simulators

JJ Miller, S Mak, B Sun, SR Narayanan, S Yang… - arXiv preprint arXiv …, 2024 - arxiv.org
The optimization of expensive black-box simulators arises in a myriad of modern scientific
and engineering applications. Bayesian optimization provides an appealing solution, by …