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Journal ArticleDOI

Recent Developments on Multiscale, Hierarchical Modeling of Chemical Reactors

TLDR
In this article, a multiscale, hierarchical computational framework is presented for modeling homogeneous-heterogeneous reactors, which exhibit a large disparity in length and time scales, ranging from quantum, to atomistic, to mesoscopic, to macroscopic.
Abstract
A multiscale, hierarchical computational framework is presented for modeling homogeneous–heterogeneous reactors, which exhibit a large disparity in length and time scales. Scales range from quantum, to atomistic, to mesoscopic, to macroscopic. The coupling mechanisms between scales are discussed and illustrated with examples from CO and CH4 oxidation on platinum. Estimation of reaction mechanism parameters, based on first principle quantum calculations and semi-empirical techniques, is briefly reviewed. These kinetic mechanisms are key input into molecular, continuum, or mesoscopic models. Some emphasis is placed on surface diffusion, which typically falls outside the realm of atomistic models, but it can affect reaction rates and pattern formation on catalytic surfaces. An efficient methodology for parameter optimization of multiscale models is also presented. Finally, we show how mesoscopic models constitute a promising alternative to atomistic Monte Carlo (MC) simulations to account for intermolecular forces, which cannot be properly captured through continuum, mean field (MF) models. Application of these mesoscopic theories to microporous catalysts, such as zeolites, is also discussed.

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Citations
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Journal ArticleDOI

An overview of spatial microscopic and accelerated kinetic Monte Carlo methods

TL;DR: Various spatial and temporal multiscale KMC methods, namely, the coarse-grained Monte Carlo (CGMC), the stochastic singular perturbation approximation, and the τ-leap methods are reviewed, introduced recently to overcome the disparity of length and time scales and the one-at-a time execution of events.
Journal ArticleDOI

A review of multiscale modeling of metal-catalyzed reactions: Mechanism development for complexity and emergent behavior

TL;DR: In this paper, the authors provide a perspective on multiscale modeling of catalytic reactions with emphasis on mechanism development and application to complex and emergent systems, and discuss the bond-order conservation method for thermochemistry and activation energy estimation.
Journal ArticleDOI

Kinetic modelling of heterogeneous catalytic systems

TL;DR: The theory behind KMC simulation is summarized, the latest KMC computational implementations in the field are presented, and present the present challenges and future directions and opportunities in computational catalysis are discussed.
Journal ArticleDOI

Monte-Carlo simulations of surface and gas phase diffusion in complex porous structures

TL;DR: In this paper, a Monte-Carlo tracer method is used to monitor mean-square displacements for molecules restricted to wander on pore walls within model random mesoporous solids typical of those used as adsorbents, heterogeneous catalysts, and porous membranes.
Journal ArticleDOI

Kinetic modeling studies of heterogeneously catalyzed biodiesel synthesis reactions

TL;DR: In this paper, three elementary reaction mechanisms Eley-Rideal (ER), Langmuir-Hinshelwood-Hougen-Watson (LHHW), and Hattori with assumptions, such as quasi-steady state conditions for the surface species and methanol adsorption, and surface reactions as the rate-determining steps were applied to predict the catalyst surface coverage and the bulk concentration using a multiscale simulation framework.
References
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Journal ArticleDOI

An overview of spatial microscopic and accelerated kinetic Monte Carlo methods

TL;DR: Various spatial and temporal multiscale KMC methods, namely, the coarse-grained Monte Carlo (CGMC), the stochastic singular perturbation approximation, and the τ-leap methods are reviewed, introduced recently to overcome the disparity of length and time scales and the one-at-a time execution of events.
Journal ArticleDOI

A review of multiscale modeling of metal-catalyzed reactions: Mechanism development for complexity and emergent behavior

TL;DR: In this paper, the authors provide a perspective on multiscale modeling of catalytic reactions with emphasis on mechanism development and application to complex and emergent systems, and discuss the bond-order conservation method for thermochemistry and activation energy estimation.
Journal ArticleDOI

Kinetic modelling of heterogeneous catalytic systems

TL;DR: The theory behind KMC simulation is summarized, the latest KMC computational implementations in the field are presented, and present the present challenges and future directions and opportunities in computational catalysis are discussed.
Journal ArticleDOI

An Analysis Platform for Multiscale Hydrogeologic Modeling with Emphasis on Hybrid Multiscale Methods

TL;DR: A classification scheme for defining different types of multiscale simulation methods and those classes of problems to which they are most applicable is proposed, presented in terms of a flowchart (Multiscale Analysis Platform), and defines several different motifs of multISCale simulation.
Journal ArticleDOI

Monte-Carlo simulations of surface and gas phase diffusion in complex porous structures

TL;DR: In this paper, a Monte-Carlo tracer method is used to monitor mean-square displacements for molecules restricted to wander on pore walls within model random mesoporous solids typical of those used as adsorbents, heterogeneous catalysts, and porous membranes.
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