ArticleJournal of molecular modeling2026
Soot formation and evolution for different carbon dioxide additions at high temperature by ReaxFF molecular dynamics.
Article in Journal of molecular modeling, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
contextThe chemical effect of carbon dioxide (CO₂) addition on soot formation in flames is significant for developing cleaner combustion technologies, but its atomistic mechanisms remain elusive. This work investigates the formation and evolution of soot nanoparticles from polycyclic aromatic hydrocarbons (PAHs) in ethylene flames under different CO₂ additions using ReaxFF molecular dynamics (MD) simulations. The simulation reveals a three-stage process from PAHs to curved fullerene-like soot particles: nucleation, surface growth/coagulation, and graphitization. The results demonstrate that CO₂ effectively suppresses soot mass growth and nucleation primarily by consuming H radicals to reduce the reactivity of PAH precursors, while enhanced concentrations of oxidizers (OH and CO₂) promote the oxidation of soot nanoparticles.
methodsThe initial atomic configurations were constructed and energy-minimized using Materials Studio. All molecular dynamics simulations were performed using the LAMMPS software package with the ReaxFF reactive force field which parameters were optimized for large hydrocarbon interactions. The initial system comprised a mixture of PAH molecules, small species (C₂H₂, H, OH), and varying amounts of CO₂, based on compositions derived from chemical kinetic calculations. Simulations were conducted in the NVT ensemble at 3000 K for 1 ns. To ensure statistical reliability, each simulation case was run with three independent repetitions, and the results reported for analysis (e.g., carbon atom counts, radical populations) represent the average values. Chemical reaction pathways were analyzed using the ChemTraYzer program, and visualization was performed with VMD.
Indexed as
Identifiers
41718854What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.