Chemometric analysis of a detailed chemical reaction mechanism for methaneoxidation

Citation
Ab. Bendtsen et al., Chemometric analysis of a detailed chemical reaction mechanism for methaneoxidation, CHEM INTELL, 44(1-2), 1998, pp. 353-361
Citations number
22
Categorie Soggetti
Spectroscopy /Instrumentation/Analytical Sciences
Journal title
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS
ISSN journal
01697439 → ACNP
Volume
44
Issue
1-2
Year of publication
1998
Pages
353 - 361
Database
ISI
SICI code
0169-7439(199812)44:1-2<353:CAOADC>2.0.ZU;2-W
Abstract
A widely used detailed reaction mechanism for methane oxidation (Gas Resear ch Institute (GRI) mechanism 2.11) has been analysed, in order to evaluate if reactions were to be added to the mechanism. This mechanism consists of 279 reversible elementary reactions between 48 different species, each with a temperature dependence described by a modified Arrhenius expression. The mechanism was transformed to 558 irreversible reactions, and the rate cons tants were analysed at a fixed temperature, to reduce the complexity of the analysis. A partial least squares (PLS) model was generated, which estimat ed reaction rate constants as a function of a reaction descriptor vector. T his vector characterized the different chemical bonds in the reactants and products of a chemical reaction. The model was validated through full cross validation. The original mechanism was unable to correctly predict oxidation of methane in a natural gas engine exhaust manifold: Oxidation of 2300 ppm methane in the presence of 300 ppm NO, 9% oxygen and 2% water. Therefore, these condi tions were used for evaluation of the reaction mechanism. The potential rea ctions for expanding the mechanism were selected among reactions with one o r two reactants and one or two products. A stepwise analysis combining rate of production (ROP) analysis with sensitivity analysis was used to reduce 2138 potential elementary reactions to nine important reactions, which were added to the mechanism. The analysis was based on PLS estimates of the rea ction rate constants, but in the final model, Literature values were includ ed where available. This modification of the mechanism improved model predi ctions. (C) 1998 Elsevier Science B.V. All rights reserved.