[HTML][HTML] Improving aircraft performance using machine learning: A review

S Le Clainche, E Ferrer, S Gibson, E Cross… - Aerospace Science and …, 2023 - Elsevier
This review covers the new developments in machine learning (ML) that are impacting the
multi-disciplinary area of aerospace engineering, including fundamental fluid dynamics …

An adaptive time-integration scheme for stiff chemistry based on computational singular perturbation and artificial neural networks

RM Galassi, PP Ciottoli, M Valorani, HG Im - Journal of Computational …, 2022 - Elsevier
We leverage the computational singular perturbation (CSP) theory to develop an adaptive
time-integration scheme for stiff chemistry based on a local, projection-based, reduced order …

[HTML][HTML] Driving mechanisms of high-cetane number, synthetic fuel autoignition: The case of OME2− 4

MI Radaideh, DC Kyritsis, DA Goussis - Journal of Cleaner Production, 2023 - Elsevier
Oxymethylene dimethyl ethers (CH 3 O (CH 2 O) x CH 3 or OME x) are potential synthetic
substitutes of diesel and jet fuel that can be acquired through CO 2 recycling and have the …

Dominant dynamics of n-butanol/air autoignition and the influence of additives

S Rabbani, DM Manias, DC Kyritsis, DA Goussis - Combustion and Flame, 2022 - Elsevier
Abstract The algorithm of Computational Singular Perturbation is used in order to study
autoignition dynamics and formaldehyde emission during isochoric, adiabatic n-butanol …

The role of low/high-temperature chemistry in computationally reproducing flame stabilization modes of hydrogen-fueled supersonic combustion

K Wu, P Zhang, RM Galassi, X Fan - Combustion and Flame, 2024 - Elsevier
Numerical simulations of two typical flame stabilization modes in a cavity-assisted
supersonic combustor were performed using improved delay detached eddy simulation and …

The chemical dynamics of hydrogen/hydrogen peroxide blends diluted with steam at compression ignition relevant conditions

EA Tingas - Fuel, 2021 - Elsevier
In the current work, the use of hydrogen peroxide as an additive to hydrogen/air mixtures is
proposed and explored computationally, in conditions relevant to compression ignition …

Computational analysis of the effect of hydrogen peroxide addition on premixed laminar hydrogen/air flames

EA Tingas - Fuel, 2021 - Elsevier
In the current work, the effect of H 2 O 2 addition on the flame structure, laminar flame speed
and NOx emissions is investigated in the context of 1D laminar premixed H 2/air flames at T …

Supervised clustering for optimal sub-model selection in reactor-based models

A Péquin, S Iavarone, R Malpica Galassi… - Flow, Turbulence and …, 2024 - Springer
Reactor-based models are well-suited Turbulence-Chemistry Interactions, Sub-Grid Scale
closures for Large Eddy Simulation (LES) due to their ability to account for finite-rate kinetics …

[HTML][HTML] OME2− 4/air mixtures: The structure and propagation mechanism of their laminar premixed flames

MI Radaideh, DM Manias, DC Kyritsis, DA Goussis - Fuel, 2024 - Elsevier
Oxymethylene dimethyl ethers (CH 3 O (CH 2 O) x CH 3 or OME x) are synthetic substitutes
of diesel and jet fuel. They can achieve soot-less combustion and have been shown to …

Using computational singular perturbation as a diagnostic tool in ODE and DAE systems: a case study in heterogeneous catalysis

O Díaz-Ibarra, K Kim, C Safta, J Zádor… - … Theory and Modelling, 2022 - Taylor & Francis
We have extended the computational singular perturbation (CSP) method to differential
algebraic equation (DAE) systems and demonstrated its application in a heterogeneous …