CatMAP: A Software Package for Descriptor-Based Microkinetic Mapping of Catalytic Trends

Descriptor-based analysis is a powerful tool for understanding the trends across various catalysts. In general, the rate of a reaction over a given catalyst is a function of many parameters—reaction energies, activation barriers, thermodynamic conditions, etc. The high dimensionality of this problem...

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Published inCatalysis letters Vol. 145; no. 3; pp. 794 - 807
Main Authors Medford, Andrew J., Shi, Chuan, Hoffmann, Max J., Lausche, Adam C., Fitzgibbon, Sean R., Bligaard, Thomas, Nørskov, Jens K.
Format Journal Article
LanguageEnglish
Published Boston Springer US 01.03.2015
Springer Nature B.V
Subjects
Online AccessGet full text
ISSN1011-372X
1572-879X
DOI10.1007/s10562-015-1495-6

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Abstract Descriptor-based analysis is a powerful tool for understanding the trends across various catalysts. In general, the rate of a reaction over a given catalyst is a function of many parameters—reaction energies, activation barriers, thermodynamic conditions, etc. The high dimensionality of this problem makes it very difficult and expensive to solve completely, and even a full solution would not give much insight into the rational design of new catalysts. The descriptor-based approach seeks to determine a few “descriptors” upon which the other parameters are dependent. By doing this it is possible to reduce the dimensionality of the problem—preferably to 1 or 2 descriptors—thus greatly reducing computational efforts and simultaneously increasing the understanding of trends in catalysis. The “CatMAP” Python module seeks to standardize and automate many of the mathematical routines necessary to move from “descriptor space” to reaction rates for heterogeneous (electro) catalysts. The module is designed to be both flexible and powerful, and is available for free online. A “reaction model” can be fully defined by a configuration file, thus no new programming is necessary to change the complexity or assumptions of a model. Furthermore, various steps in the process of moving from descriptors to reaction rates have been abstracted into separate Python classes, making it easy to change the methods used or add new functionality. This work discusses the structure of the code and presents the underlying algorithms and mathematical expressions both generally and via an example for the CO oxidation reaction. Graphical Abstract
AbstractList Descriptor-based analysis is a powerful tool for understanding the trends across various catalysts. In general, the rate of a reaction over a given catalyst is a function of many parameters—reaction energies, activation barriers, thermodynamic conditions, etc. The high dimensionality of this problem makes it very difficult and expensive to solve completely, and even a full solution would not give much insight into the rational design of new catalysts. The descriptor-based approach seeks to determine a few “descriptors” upon which the other parameters are dependent. By doing this it is possible to reduce the dimensionality of the problem—preferably to 1 or 2 descriptors—thus greatly reducing computational efforts and simultaneously increasing the understanding of trends in catalysis. The “CatMAP” Python module seeks to standardize and automate many of the mathematical routines necessary to move from “descriptor space” to reaction rates for heterogeneous (electro) catalysts. The module is designed to be both flexible and powerful, and is available for free online. A “reaction model” can be fully defined by a configuration file, thus no new programming is necessary to change the complexity or assumptions of a model. Furthermore, various steps in the process of moving from descriptors to reaction rates have been abstracted into separate Python classes, making it easy to change the methods used or add new functionality. This work discusses the structure of the code and presents the underlying algorithms and mathematical expressions both generally and via an example for the CO oxidation reaction.Graphical Abstract
Descriptor-based analysis is a powerful tool for understanding the trends across various catalysts. In general, the rate of a reaction over a given catalyst is a function of many parameters—reaction energies, activation barriers, thermodynamic conditions, etc. The high dimensionality of this problem makes it very difficult and expensive to solve completely, and even a full solution would not give much insight into the rational design of new catalysts. The descriptor-based approach seeks to determine a few “descriptors” upon which the other parameters are dependent. By doing this it is possible to reduce the dimensionality of the problem—preferably to 1 or 2 descriptors—thus greatly reducing computational efforts and simultaneously increasing the understanding of trends in catalysis. The “CatMAP” Python module seeks to standardize and automate many of the mathematical routines necessary to move from “descriptor space” to reaction rates for heterogeneous (electro) catalysts. The module is designed to be both flexible and powerful, and is available for free online. A “reaction model” can be fully defined by a configuration file, thus no new programming is necessary to change the complexity or assumptions of a model. Furthermore, various steps in the process of moving from descriptors to reaction rates have been abstracted into separate Python classes, making it easy to change the methods used or add new functionality. This work discusses the structure of the code and presents the underlying algorithms and mathematical expressions both generally and via an example for the CO oxidation reaction. Graphical Abstract
Author Bligaard, Thomas
Lausche, Adam C.
Shi, Chuan
Hoffmann, Max J.
Fitzgibbon, Sean R.
Medford, Andrew J.
Nørskov, Jens K.
Author_xml – sequence: 1
  givenname: Andrew J.
  surname: Medford
  fullname: Medford, Andrew J.
  email: ajmedfor@gmail.com
  organization: Department of Chemical Engineering, Stanford University, SLAC National Accelerator Laboratory, SUNCAT Center for Interface Science and Catalysis
– sequence: 2
  givenname: Chuan
  surname: Shi
  fullname: Shi, Chuan
  organization: Department of Chemical Engineering, Stanford University, SLAC National Accelerator Laboratory, SUNCAT Center for Interface Science and Catalysis
– sequence: 3
  givenname: Max J.
  surname: Hoffmann
  fullname: Hoffmann, Max J.
  organization: Department of Chemical Engineering, Stanford University, SLAC National Accelerator Laboratory, SUNCAT Center for Interface Science and Catalysis
– sequence: 4
  givenname: Adam C.
  surname: Lausche
  fullname: Lausche, Adam C.
  organization: Department of Chemical Engineering, Stanford University, SLAC National Accelerator Laboratory, SUNCAT Center for Interface Science and Catalysis
– sequence: 5
  givenname: Sean R.
  surname: Fitzgibbon
  fullname: Fitzgibbon, Sean R.
  organization: Department of Chemical Engineering, Stanford University
– sequence: 6
  givenname: Thomas
  surname: Bligaard
  fullname: Bligaard, Thomas
  organization: Department of Chemical Engineering, Stanford University, SLAC National Accelerator Laboratory, SUNCAT Center for Interface Science and Catalysis
– sequence: 7
  givenname: Jens K.
  surname: Nørskov
  fullname: Nørskov, Jens K.
  organization: Department of Chemical Engineering, Stanford University, SLAC National Accelerator Laboratory, SUNCAT Center for Interface Science and Catalysis
BackLink https://www.osti.gov/biblio/1255571$$D View this record in Osti.gov
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Snippet Descriptor-based analysis is a powerful tool for understanding the trends across various catalysts. In general, the rate of a reaction over a given catalyst is...
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SubjectTerms Algorithms
Catalysis
Catalysts
Chemistry
Chemistry and Materials Science
Industrial Chemistry/Chemical Engineering
Mapping
Mathematical models
Modules
Organometallic Chemistry
Oxidation
Parameters
Physical Chemistry
Trends
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Title CatMAP: A Software Package for Descriptor-Based Microkinetic Mapping of Catalytic Trends
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