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Record W4413216458 · doi:10.1115/gt2025-154116

OH-PLIF Measurements for Micromixed Flames in a Multi-Injector Burner at Elevated Pressures and Temperatures

2025· article· en· W4413216458 on OpenAlexaffabout
Antoine Durocher, Luming Fan, Marc Füri, Julien Sirois, Dave A. May, Gilles Bourque, Jeffrey M. Bergthorson, Sean Yun, Patrizio Vena

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicCombustion and flame dynamics
Canadian institutionsMcGill UniversitySiemens (Canada)National Research Council Canada
Fundersnot available
KeywordsInjectorCombustorMaterials scienceCombustionNuclear engineeringEnvironmental scienceChemistryThermodynamicsPhysicsEngineering

Abstract

fetched live from OpenAlex

Abstract A multi-injector combustion system consisting of seven premix/micromix injectors is studied in the high-pressure Optically Accessible Combustion Rig (OACR) which is commissioned for the first time at the National Research Council Canada (NRC). The clustered design mimics the packaging expected in industrial applications where hundreds of such injectors will be needed to provide the desired power output. The pressure vessel and test facility allow for an investigation of the combustion system up to 922 K and 20 bar inlet temperature and pressure, respectively. It provides conditions closer to gas turbine operation to investigate the impact of pressure on micromixed flames and provide pressure scaling, such as for emissions and flame characteristics, to be used for extrapolating to full gas turbine load. Three of the five optical windows of the OACR are used in the current experimental configuration to monitor the flames with direct imaging and perform non-intrusive OH-planar laser-induced fluorescence (OH-PLIF), for the first time in this rig. The current work focuses on the combustion of pure hydrogen in micromixed flames to commission the added hydrogen capabilities of the test cell and the laser diagnostics. Globally-lean hydrogen flames operating at the same preheated air temperature, target flame temperature, and pressure drop across the injectors are investigated at pressures of 2.5, 5, 7, 10, and 15 bar to isolate the impact of pressure on combustion. Increasing pressure is found to significantly deteriorate the quality of raw OH-PLIF images, down to a mean signal-to-noise ratio of 1.7 at 15 bar. Spatial filtering corrects for horizontal intensity striations believed to be caused by combustor cooling in the high-pressure environment, before a qualitative exponential relationship is used to correct for laser attenuation in the high-pressure environment and through multiple flames. The laser sheet slicing across the centerline axis of three inline nozzles mostly captures the main flame body in the turbulent wake of the micromix jets of the complex tridimensional structures. Little changes in flame structures are observed with increasing pressure, with the 15 bar condition moving slightly downstream from the nozzle exit. The results suggest that injector concept screening at lower pressure while maintaining the other operating conditions similar may be possible before pursuing additional elevated-pressure testing.

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 score0.004

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 integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.020
GPT teacher head0.254
Teacher spread0.234 · 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

Citations0
Published2025
Admission routes2
Has abstractyes

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