Implementing the Blowers-Masel Approximation to Scale Activation Energy Based on Reaction Enthalpy in Mean-field Micro-kinetic Modeling for Catalytic Methane Partial Oxidation

21 December 2023, Version 1
This content is a preprint and has not undergone peer review at the time of posting.

Abstract

Mean-field micro-kinetic modeling is a powerful tool for catalyst design and the simulation of catalytic processes. The reaction enthalpies in a micro-kinetic model often need to be adjusted when changing species’ binding energies to model differ- ent catalysts, when performing thermodynamic sensitivity analyses, and when fitting experimental data. When altering reaction enthalpies, the activation energies should also be reasonably altered, to ensure realistic reaction rates. The Blowers-Masel ap- proximation (BMA) relates the reaction barrier to the reaction enthalpy. Unlike the Brønsted-Evans-Polani (BEP) relationship, the BMA requires less data because only one parameter, the intrinsic activation energy, needs to be determined. We validate this novel application of BMA relations to model surface reactions by comparing against density functional theory (DFT) data taken from literature. By incorporating the BMA rate description into the open-source Cantera software we enable a new work- flow, demonstrated herein, allowing rapid screening of catalysts using linear scaling relationships (LSRs) and BMA kinetics within the process simulation software. For demonstration purposes, a catalyst screening for catalytic methane partial oxidation (CMPO) on 81 hypothetical metals is conducted. We compare the results with and without BMA-corrected rates. The heat maps of various descriptors (e.g. CH4 conver- sion, syngas yield) show that using BMA rates instead of Arrhenius rates (with constant activation energies) changes which metals are most active. Heat maps of sensitivity analyses can help identify which reactions or species are most influential in shaping the descriptor map patterns. Our findings indicate that while using BMA-adjusted rates didn't markedly affect the most sensitive reactions, it did change the most influential species.

Keywords

Blowers-Masel
Partial Oxidation of Methane
Microkinetic Modeling
Sensitivity Analysis

Supplementary materials

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Supporting Information - plots and figures
Description
Blowers-Masel approximation fittings for the DFT data extracted from Catalysis-Hub; kinetic and thermodynamic sensitivity of sythesis gas yield and full oxidation for the CMPO and CMPO-BMA base Pt(111) models at C/O=1.0; kinetic sensi- tivity of CH4 conversion, synthesis gas yield, and full oxidation for CMPO and CMPO-BMA base models at C/O=2.6; descriptor screening results for CMPO and CMPO-BMA models at C/O=2.6; descriptor screening results at the end of PFR for CMPO and CMPO-BMA models at C/O=0.6; the reaction pathway for the CMPO and the CMPO-BMA model on the metal at (∆EO = −3.25 eV, ∆EC = −6.0 eV); the reaction pathway for the CMPO and the CMPO-BMA model on the metal at (∆EO = −4.25 eV, ∆EC = −7.25 eV)
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Supporting Information - input files and software
Description
RMG input file for the base model, microkinetic model for Pt(111) in Cantera format, microkinetic models on all the hypothetical metal surfaces with and without BMA rates, Python scripts and Jupyter notebooks for running the simulations and sensitivity analyses, fitting Blowers- Masel rates, and reproducing the plots in the paper.
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Comment number 1, Andrea Nicole Blankenship: Jan 08, 2024, 09:57

My recent review was cited in this work, although I think it is not appropriate in the statement it is referenced (ref 24, appearing page 4). The review I have published covers exclusively methane to oxygenates without syngas. Although my review compiles a lot of catalytic data from publications it is not clear to me how it is relevant for this work, and I think it may have been cited by mistake.