Bayesian uncertainty quantification of recent shock tube determinations of the rate coefficient of reaction H + O 2 → OH + O

We analyze the ignition delay in hydrogen–oxygen combustion and the important chain ‐branching reaction H + O 2 → OH + O that occurs behind the shock waves in shock tube experiments. We apply a stochastic Bayesian approach to quantify uncertainties in the theoretical model and experimental data. The...

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Veröffentlicht in:International journal of chemical kinetics 2012-09, Vol.44 (9), p.586-597
Hauptverfasser: Miki, Kenji, Cheung, Sai Hung, Prudencio, Ernesto E., Varghese, Philip L.
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container_issue 9
container_start_page 586
container_title International journal of chemical kinetics
container_volume 44
creator Miki, Kenji
Cheung, Sai Hung
Prudencio, Ernesto E.
Varghese, Philip L.
description We analyze the ignition delay in hydrogen–oxygen combustion and the important chain ‐branching reaction H + O 2 → OH + O that occurs behind the shock waves in shock tube experiments. We apply a stochastic Bayesian approach to quantify uncertainties in the theoretical model and experimental data. The approach involves a statistical inverse problem, which has four “components” as input information: (a) model, (b) prior joint probability density function (PDF) of the uncertain parameters, (c) experimental data, and (d) uncertainties in the scenario parameters. The solution of this statistical inverse problem is a posterior joint PDF of the uncertain parameters from which we can easily extract statistical information. We first perform a parametric study to investigate how the level of the total uncertainty (which we define as the sum of model uncertainty and experimental uncertainty) affects the uncertainty in the rate coefficient k 1 of the reaction H + O 2 → OH + O, which is “most likely” expressed by k 1 =1.73×10 23 T −2.5 exp(−11550/ T ) cm 3  mol −1  s −1 over the experimental temperature range 1100–1472 K. We also introduce the idea of “irreducible” uncertainty when considering other parameters in the system. After statistically calibrating the parameters modeling the rate coefficient k 1 , we predict its 95% confidence interval (CI) for different temperature regimes and compare the CI against the values of k 1 obtained deterministically. Our results show that a small uncertainty in gas temperature (±5 K) introduces appreciable uncertainty in k 1 . © 2012 Wiley Periodicals, Inc. Int J Chem Kinet 44: 586–597, 2012
doi_str_mv 10.1002/kin.20736
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We also introduce the idea of “irreducible” uncertainty when considering other parameters in the system. After statistically calibrating the parameters modeling the rate coefficient k 1 , we predict its 95% confidence interval (CI) for different temperature regimes and compare the CI against the values of k 1 obtained deterministically. Our results show that a small uncertainty in gas temperature (±5 K) introduces appreciable uncertainty in k 1 . © 2012 Wiley Periodicals, Inc. 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title Bayesian uncertainty quantification of recent shock tube determinations of the rate coefficient of reaction H + O 2 → OH + O
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