Rapid soot inception via α-alkynyl substitution of polycyclic aromatic hydrocarbons

P Liu, H Jin, B Chen, J Yang, Z Li, A Bennett, A Farooq… - Fuel, 2021 - Elsevier
Soot particles alter global climate and dominate the origin and evolution of carbonaceous
interstellar material. Convincing experimental evidence has linked polycyclic aromatic …

HOMO–LUMO gaps and molecular structures of polycyclic aromatic hydrocarbons in soot formation

Y Xu, Q Chu, D Chen, A Fuentes - Frontiers in Mechanical …, 2021 - frontiersin.org
A large number of PAH molecules is collected from recent literature. The HOMO-LUMO gap
value of PAHs was computed at the level of B3LYP/6-311+ G (d, p). The gap values lie in the …

Prenucleation chemistry of aromatics: a two-ring precursor?

M Frenklach, AM Mebel - Proceedings of the Combustion Institute, 2023 - Elsevier
Prenucleation reaction chemistry of polycyclic aromatic hydrocarbons was examined in
detailed, site-specific kinetic Monte-Carlo simulations, tracking a single aromatic structure …

The role of oxygenated species in the growth of graphene, fullerenes and carbonaceous particles

G Leon, JW Martin, EJ Bringley, J Akroyd, M Kraft - Carbon, 2021 - Elsevier
The growth of carbonaceous materials was studied using a Kinetic Monte Carlo model that
captures the growth and oxidation of six-member and partially-embedded five-member …

Growth network of PAH with 5-membered ring: Case study with acenaphthylene molecule

P Liu, Z Li, WL Roberts - Combustion and Flame, 2021 - Elsevier
Numerous experimental and theoretical evidence indicates that polycyclic aromatic
hydrocarbon (PAH) is the precursor of soot. However, the formation mechanism of PAH at …

Molecular structures in flames: A comparison between SNapS2 and recent AFM results

Q Wang, JC Saldinger, P Elvati, A Violi - Proceedings of the Combustion …, 2021 - Elsevier
Abstract Models capturing the growth of polycyclic aromatic compounds (PACs) and
nanoparticles in combustion have always faced a large degree of uncertainty due to the …

Exploring soot inception rate with stochastic modelling and machine learning

L Di Liddo, JC Saldinger, M Jadidi, P Elvati, A Violi… - Combustion and …, 2023 - Elsevier
A diverse range of polycyclic aromatic compounds (PACs) is thought to exist in flame
environments before and during soot inception. This work seeks to develop a machine …

Predicting aggregation rates of polycyclic aromatics through machine learning

JC Saldinger, P Elvati, K Alrawi, A Violi - Fuel, 2024 - Elsevier
The transition of gas-phase polycyclic aromatic compounds (PACs) into mature soot
particles stands as a critical stage in the process of soot formation. However, formulating an …

A machine learning framework to predict the aggregation of polycyclic aromatic compounds

JC Saldinger, P Elvati, A Violi - Proceedings of the Combustion Institute, 2023 - Elsevier
The physical aggregation of polycyclic aromatic compounds (PACs) is a key step in soot
inception. In this work, we set out to elucidate which molecular properties of PACs influence …

Stochastic and network analysis of polycyclic aromatic growth in a coflow diffusion flame

JC Saldinger, P Elvati, A Violi - Physical Chemistry Chemical Physics, 2021 - pubs.rsc.org
An important step in predicting the growth of soot nanoparticles is understanding how gas
phase variations affect the formation of their aromatic precursors. Once formed, these …