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Record W4412084972 · doi:10.1063/5.0285485

Reinitiation mechanisms in hydrogen–air attenuated detonations

2025· article· en· W4412084972 on OpenAlexaff
Shuyue Lai, Liu Yang, S. Zhang, Felix Leach, Brian Maxwell, Xiaohang Fang

Bibliographic record

VenueAIP Advances · 2025
Typearticle
Languageen
FieldEngineering
TopicCombustion and Detonation Processes
Canadian institutionsUniversity of OttawaUniversity of Calgary
Fundersnot available
KeywordsHydrogenMaterials scienceChemistryOrganic chemistry

Abstract

fetched live from OpenAlex

Detonation wave propagation and its interaction with obstacles are fundamental to industrial safety. In this study, detonation attenuation and reinitiation of stoichiometric hydrogen–air mixtures over a semi-cylinder are numerically studied with a calibrated chemical-diffusive model (CDM). Three regimes observed in experiments, including critical reinitiation, delayed reinitiation, and fully quenching, are well captured. It is demonstrated for the first time through a CDM model that the formation of transverse detonation by the Mach reflection behind the obstacle is a key factor for detonation reinitiation. For the critical reinitiation regime, a transverse detonation forms after a hotspot is directly triggered by the regular reflection near the obstacle. For the delayed reinitiation regime, a weak transverse detonation wave is generated by the Mach reflection on the obstacle, and then, it decays into a shock. The Mach shock leads to the detonation reinitiation. When the transverse detonation is not generated, the detonation is fully quenched by the cylinder. A flame diagnostic tool based on chemical explosive mode analysis highlighted the compressibility-induced ignition in the detonation reinitiation process. It is found that transverse detonations do not arise solely from the rapid consumption of the unburned pockets. Instead, they are initiated by the pressure amplification of reaction zones at interfaces between burned and unburned gases. The combustion rates in these zones are intensified through Richtmyer–Meshkov instabilities caused by the passage of transverse shock waves, which subsequently evolve into detonations.

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: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.873
Threshold uncertainty score0.321

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.006
GPT teacher head0.240
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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSimulation or modeling
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 routes1
Has abstractyes

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