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Pressure dependence of synergistic soot formation in ethylene/propane co-flow diffusion flames

2025· article· en· W7117356073 on OpenAlexafffund
Aryan Nobakht, Ahmet E. Karataş

Bibliographic record

VenueCombustion and Flame · 2025
Typearticle
Languageen
FieldChemical Engineering
TopicAdvanced Combustion Engine Technologies
Canadian institutionsToronto Metropolitan University
FundersNatural Sciences and Engineering Research Council of CanadaCanada Foundation for Innovation
KeywordsSootVolume fractionDiffusionVolume (thermodynamics)Analytical Chemistry (journal)Extinction (optical mineralogy)Carbon fibers

Abstract

fetched live from OpenAlex

This study investigates the influence of pressure on synergistic soot formation in co-flow laminar diffusion flames of ethylene/propane mixtures (1–6 atm). Radially resolved fields of soot volume fraction, temperature, and the soot absorption function, E ( m ) , were obtained using three-color line-of-sight attenuation and spectral soot emission techniques. Synergistic promotion of soot formation was observed at all pressures, but its strength varied with pressure: at 1 atm, the peak soot volume fraction increased from 1.24 ppm in neat ethylene to 1.52 ppm with 5% carbon from propane, whereas at 6 atm it increased only marginally from 86.4 ppm to 90.3 ppm. Normalized soot yield revealed the strongest nonlinearity at 2 atm, followed by 3 atm, then 1 atm, 4 atm, 5 atm, and 6 atm. Temperatures for different mixtures at a given pressure were similar and primarily controlled by soot loading and associated radiative losses. The measurements show that E ( m ) varies both spectrally and spatially; values are notably lower than the commonly assumed 0.26 in nascent soot regions near the flame base and higher elsewhere. This variation demonstrates that a constant E ( m ) can misestimate soot volume fraction depending on location and wavelength. Despite substantial differences in soot concentration among mixtures, soot maturity distributions were broadly similar. These results provide high-fidelity data for model validation and emphasize the need to account for wavelength-dependent optical properties when quantifying soot at elevated pressures. Novelty and significance statement This study provides the first multi-parameter characterization of synergistic soot formation in ethylene/propane diffusion flames at elevated pressures. By introducing a wavelength-dependent absorption function, E ( m ) , it captures spatial variation in soot maturity and improves quantification. The results demonstrate persistent synergistic effects across pressures and yield novel mechanistic insights, including rate-limiting steps, with direct relevance to predictive soot models for high-pressure combustion systems using blended fuels.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.010
GPT teacher head0.250
Teacher spread0.241 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2025
Admission routes2
Has abstractno

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