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Journal ArticleDOI

Stochastic surface walking reaction sampling for resolving heterogeneous catalytic reaction network: A revisit to the mechanism of water-gas shift reaction on Cu.

Xiao-Jie Zhang, +2 more
- 28 Jun 2017 - 
- Vol. 147, Iss: 15, pp 152706-152706
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TLDR
Stochastic surface walking (SSW)-Cat method, to resolve the lowest energy reaction pathway of heterogeneous catalytic reactions, which combines the recently developed SSW global structure optimization and SSW reaction sampling and may be utilized for rational catalyst design via large-scale computations.
Abstract
Heterogeneous catalytic reactions on surface and interfaces are renowned for ample intermediate adsorbates and complex reaction networks. The common practice to reveal the reaction mechanism is via theoretical computation, which locates all likely transition states based on the pre-guessed reaction mechanism. Here we develop a new theoretical method, namely, stochastic surface walking (SSW)-Cat method, to resolve the lowest energy reaction pathway of heterogeneous catalytic reactions, which combines our recently developed SSW global structure optimization and SSW reaction sampling. The SSW-Cat is automated and massively parallel, taking a rough reaction pattern as input to guide reaction search. We present the detailed algorithm, discuss the key features, and demonstrate the efficiency in a model catalytic reaction, water-gas shift reaction on Cu(111) (CO + H2O → CO2 + H2). The SSW-Cat simulation shows that water dissociation is the rate-determining step and formic acid (HCOOH) is the kinetically favorable product, instead of the observed final products, CO2 and H2. It implies that CO2 and H2 are secondary products from further decomposition of HCOOH at high temperatures. Being a general purpose tool for reaction prediction, the SSW-Cat may be utilized for rational catalyst design via large-scale computations.

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Citations
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Glucose to 5-Hydroxymethylfurfural: Origin of Site-Selectivity Resolved by Machine Learning Based Reaction Sampling

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Exploring paths of chemical transformations in molecular and periodic systems: An approach utilizing force

TL;DR: In this article, an overview on an automated reaction path search method called artificial force induced reaction (AFIR) is provided, which induces various chemical transformations by applying force between pairs of fragments in a system.
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In Situ Active Site for CO Activation in Fe-Catalyzed Fischer-Tropsch Synthesis from Machine Learning.

TL;DR: In this paper, a machine learning-based approach was used to explore millions of structure candidates for FeCx bulk and surfaces under Fischer-Tropsch synthesis (FTS) conditions, which leads to resolving the active site for CO activation.
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Perspective on computational reaction prediction using machine learning methods in heterogeneous catalysis

TL;DR: In this article, a review of the conventional workflow of reaction prediction, including reaction network generation, ab initio thermodynamics and microkinetic modelling, is presented, as well as a promising alternative to full-ab initio calculations, machine learning interatomic potentials.
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