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Record W3157127218 · doi:10.38028/esi.2021.21.1.005

NUMERICAL ESTIMATION OF CRITICAL CONDITIONS IN THERMAL EXPLOSION PROBLEM FOR A MEDIUM WITH FLUCTUATIONS OF REACTIVITY

2021· article· ru· W3157127218 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueИнформационные и математические технологии в науке и управлении · 2021
Typearticle
Languageru
FieldEngineering
TopicMaterial Science and Thermodynamics
Canadian institutionsnot available
FundersSiberian Branch, Russian Academy of SciencesMinistère de l'Économie, de la Science et de l'Innovation - Québec
KeywordsInflection pointThermodynamicsReactivity (psychology)Dispersion (optics)ThermalCritical point (mathematics)Function (biology)Distribution functionDistribution (mathematics)PhysicsMechanicsMathematicsMathematical analysisQuantum mechanicsGeometry

Abstract

fetched live from OpenAlex

Формулируется задача о тепловом взрыве в среде с флуктуациями реакционной способности, которые задаются через функцию распределения энергии активации. Для дифференциального уравнения, описывающего стационарное распределение температуры в такой среде, предложена вариационная формулировка. С использованием простой пробной функции численно исследуется зависимость величины вариационного функционала от максимальной температуры. Критические условия теплового взрыва соответствуют появлению точки перегиба на этой зависимости. Расчеты показывают, что увеличение дисперсии распределения реакционной способности снижает устойчивость системы за счет уменьшения эффективной энергии активации для процесса тепловыделения. The problem of a thermal explosion in a medium with fluctuations in reactivity, which are specified through the distribution function for the activation energy, is formulated. A variational formulation is proposed for the differential equation describing the stationary temperature distribution in such a medium. Using a simple test function, the dependence of the variational functional on the value of the maximum temperature is numerically investigated. The critical conditions for a thermal explosion correspond to the appearance of an inflection point on this curve. Calculations show that an increase in the dispersion of the reactivity distribution the stability of the system decreases due to shift of the apparent activation energy of the chemical reaction.

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.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.304
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.012
GPT teacher head0.269
Teacher spread0.257 · 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