Multi-speciation in shock tube experiments using a single laser and deep neural networks

M Sy, M Mhanna, A Farooq - Combustion and Flame, 2023 - Elsevier
Chemical kinetic experiments involving the oxidation or pyrolysis of fuels can be complex,
especially when multiple species are formed and consumed simultaneously. Therefore, a …

Unsupervised Source Separation for Multi-Speciation: Quantifying Hydrocarbons Without Their Reference Spectra

M Sy, A Elkhazraji, A Farooq - Emad and Elkhazraji, Ali and …, 2024 - papers.ssrn.com
Traditional chemometric machine learning approaches rely heavily on extensive libraries of
reference spectra for accurate analysis. This reliance renders these models inefficient as …

Shock Tube Study of Solid Fuel Ramjet HTPB Hydrocarbon Intermediates

JP Higgs, JC Pellegrini, R Khaleel Rahman… - AIAA SCITECH 2024 …, 2024 - arc.aiaa.org
There has been recent interest in hypersonic vehicles and energetic materials for the
application of rockets and missiles. Solid-fired ramjets are commonly used as missiles and …