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Record W4409300329 · doi:10.1016/j.physa.2025.130522

Nonequilibrium effects for reactions with activation energy: Convergence of the expansions of solutions of the Boltzmann and Lorentz Fokker Planck equations with Sonine and Maxwell polynomials as basis functions

2025· article· en· W4409300329 on OpenAlexafffund
William Chow

Bibliographic record

VenuePhysica A Statistical Mechanics and its Applications · 2025
Typearticle
Languageen
FieldPhysics and Astronomy
TopicAdvanced Thermodynamics and Statistical Mechanics
Canadian institutionsUniversity of British Columbia
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsLorentz transformationNon-equilibrium thermodynamicsConvergence (economics)Boltzmann equationPhysicsBasis (linear algebra)Maxwell–Boltzmann distributionBoltzmann constantFokker–Planck equationMathematical physicsMathematicsClassical mechanicsQuantum mechanicsDifferential equationElectron

Abstract

fetched live from OpenAlex

In this paper, we consider the kinetic theory of a reactive species of mass m dilutely dispersed in a second reactive component of mass M, at equilibrium with a Boltzmann distribution. The primary objective of these studies is the correction, η, to the equilibrium rate coefficient, keq, where the nonequilibrium rate coefficient is expressed as k=keq(1−η). The Chapman–Enskog method of solution together with the Sonine (Laguerre) polynomials as basis functions for the solution of the Boltzmann equation with reaction is the method of choice of most researchers. The main objective of this paper is the study of the convergence of the Sonine polynomials in the solution of the reactive Boltzmann equation, for m/M→0, that is for the Lorentz limit. We report the solution of the Lorentz Fokker–Planck equation for m/M→0 with the expansion of the distribution function in the Maxwell polynomials as basis functions orthogonal on x∈[0, ∞] with weight function x2exp(−x2). The variable x=mv2/2kBTB is the reduced speed of the particle of mass m with TB the background gas temperature and kB the Boltzmann constant. We demonstrate that the nonclassical Maxwell polynomials provide a rapidly convergent solution of the chemical kinetic Fokker–Planck equation in the Lorentz limit. The reactive line-of-centers cross section is employed as representative of reactions with activation energy.

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)0.002
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.003
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.007
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.000
Science and technology studies0.0010.002
Scholarly communication0.0010.002
Open science0.0010.001
Research integrity0.0010.002
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 head0.007
GPT teacher head0.232
Teacher spread0.226 · 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 designTheoretical or conceptual
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

Citations2
Published2025
Admission routes2
Has abstractyes

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