In-cylinder pressure reconstruction from engine block vibrations via a branched convolutional neural network
We introduce a novel approach to reconstructing the in-cylinder pressure trace from
vibration signals recorded with common knock sensors. The proposed methodology is …
vibration signals recorded with common knock sensors. The proposed methodology is …
[HTML][HTML] CFD analysis of combustion and emission formation using URANS and LES under large two-stroke marine engine-like conditions
In this paper, the main aim is to examine the performance of turbulence models to shed light
on the effect of turbulence modeling in capturing different in-cylinder phenomena under …
on the effect of turbulence modeling in capturing different in-cylinder phenomena under …
Advanced Flame front Detection in Combustion Processes Using Autoencoder Approach
F Ricci, F Mariani - Energies, 2024 - mdpi.com
This research explores the detection of flame front evolution in spark-ignition engines using
an innovative neural network, the autoencoder. High-speed camera images from an optical …
an innovative neural network, the autoencoder. High-speed camera images from an optical …
Flow Field Reconstruction of 2D Hypersonic Inlets Based on a Variational Autoencoder
The inlet is one of the most important components of a hypersonic vehicle. The design and
optimization of the hypersonic inlet is of great significance to the research and development …
optimization of the hypersonic inlet is of great significance to the research and development …
Enhancement of large engine technology through machine learning
C Kiesling, C Laubichler, G Pirker… - 30th CIMAC World …, 2023 - graz.elsevierpure.com
The ongoing digitalization of today's world provides valuable opportunities for improving
existing large internal combustion engines (ICE) technology and enabling or supporting the …
existing large internal combustion engines (ICE) technology and enabling or supporting the …
Finding the Optimum Design of Large Gas Engines Prechambers Using CFD and Bayesian Optimization
The turbulent jet ignition concept using prechambers is a promising solution to achieve
stable combustion at lean conditions in large gas engines, leading to high efficiency at low …
stable combustion at lean conditions in large gas engines, leading to high efficiency at low …
An Ensemble-Based Deep Framework for Estimating Thermo-Chemical State Variables from Flamelet Generated Manifolds
View Video Presentation: https://doi. org/10.2514/6.2023-1285. vid Complete computation of
turbulent combustion flow involves two separate steps:'mapping'reaction kinetics to low …
turbulent combustion flow involves two separate steps:'mapping'reaction kinetics to low …
Uncertainty Aware Deep Neural Architectures for Applications in Turbulent Combustion
A Salunkhe - 2023 - search.proquest.com
Surrogate modeling is the cornerstone of scientific analysis enabling accelerated scientific
inquiry by design, control, optimization, uncertainty quantification, simulation and analysis by …
inquiry by design, control, optimization, uncertainty quantification, simulation and analysis by …