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Pynta─An Automated Workflow for Calculation of Surface and Gas-Surface Kinetics.
Matthew S Johnson1, Maciej Gierada1, Eric D Hermes1
1Combustion Research Facility, Sandia National Laboratories, Livermore, California 94550, United States.
Pynta software automates the calculation of thermochemical and kinetic parameters for microkinetic models in heterogeneous catalysis. This workflow software efficiently generates accurate reaction rate coefficients, crucial for optimizing industrial processes.
Area of Science:
- Computational Chemistry
- Materials Science
- Chemical Engineering
Background:
- Industrial processes heavily rely on heterogeneous catalysis, but experimental optimization is often impractical.
- Microkinetic models are essential for exploring numerous catalysts and conditions but require accurate parameter estimation.
- Manual calculation of thermochemical and kinetic parameters is laborious, time-consuming, and prone to errors.
Purpose of the Study:
- To introduce Pynta, a novel workflow software designed to automate the calculation of surface and gas-surface reaction parameters.
- To enable efficient and accurate generation of microkinetic models for heterogeneous catalytic systems.
- To address the limitations of manual parameter estimation in computational catalysis.
Main Methods:
- Pynta automates the generation of initial guesses for species and saddle points, followed by optimization, frequency, and IRC calculations.
- It computes thermochemistry and rate coefficients, considering all unique adsorption configurations for adsorbates and saddle points.
- Pynta implements harmonically forced saddle point searching (HFSP), a novel, reaction-class-agnostic method for fast and reliable saddle point guess generation using GFN1-xTB.
Main Results:
- Pynta successfully demonstrated on 11 diverse reactions across various species (monodentate, bidentate, gas-phase) and reaction classes.
- The software handled both low and high index facets of Copper (Cu), showcasing its versatility.
- Results highlight the critical importance of considering all unique adsorbate configurations for interadsorbate group transfers and reactions on high-index surfaces.
Conclusions:
- Pynta significantly streamlines the computational workflow for microkinetic modeling in heterogeneous catalysis.
- The HFSP method provides an efficient and robust approach to saddle point identification.
- Comprehensive consideration of adsorption configurations is vital for accurate microkinetic modeling, especially for complex surfaces and reactions.
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