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Record W4408105009 · doi:10.11159/jffhmt.2025.007

Flame stability of Ammonia-LPG Fuel Blend- An Experimental Study

2025· article· en· W4408105009 on OpenAlexvenueno aff
Arnav Banerjee, D. Shanmugasundaram, Vasudevan Raghavan

Bibliographic record

VenueJournal of Fluid Flow Heat and Mass Transfer · 2025
Typearticle
Languageen
FieldChemical Engineering
TopicAdvanced Combustion Engine Technologies
Canadian institutionsnot available
Fundersnot available
KeywordsAmmoniaMaterials scienceWaste managementEnvironmental scienceChemical engineeringChemistryOrganic chemistryEngineering

Abstract

fetched live from OpenAlex

NH3 as an alternate fuel is gaining huge importance in the recent past owing to the urgency to mitigate global warming caused by conventional hydrocarbon fuels.However, NH3 because of its low laminar flame speed and reactivity when compared to those of conventional hydrocarbon fuels, needs to be blended with conventional fuels for it to be a viable alternative.In this paper, NH3 in various proportions is blended with LPG.Experiments are conducted using a single slot burner of 17.3 mm inner diameter for different combinations of parameters like (i) mixing ratios of NH3 and LPG in fuel mixture, (ii) low power ratings (0.1 to 1.1 kW) and (iii) percentages of partial premixing with air (0% to 30%).Analysis of varying the aforementioned parameters is done using flame photographs and trends in flame length data.This is followed by a stability map for different configurations which divides the flames into different regimes of (A) steady flames, (B) stable flames with oscillating tip, (C) flames with vortex shedding, and (D) unstable flames with lift-off.An increase in partial premixing is observed to have a stabilising effect (making flames transition from the regime of vortex shedding to that with oscillating tips) accompanied by shortening of the average flame length, whereas an increase in power rating has the opposite effect.Stable and steady flames are observed with either lower percentage of partial premixing coupled with higher concentrations of NH3 or higher percentage of partial premixing coupled with lower concentrations of NH3.Additionally, the effect of increasing NH3 volume fractions in the fuel mixture on adiabatic flame temperature, NO, CO and CO2 production is also studied using equilibrium calculations and the results are reported.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.124
Threshold uncertainty score0.570

Codex and Gemma teacher scores by category

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)0.0000.000

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 head0.015
GPT teacher head0.263
Teacher spread0.248 · 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 teacher head, 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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

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