An Introduction to Kinetic Monte Carlo Simulations of Surface Reactions

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Transcription:

Lecture Notes in Physics 856 An Introduction to Kinetic Monte Carlo Simulations of Surface Reactions Bearbeitet von A.P.J. Jansen 1. Auflage 2012. Taschenbuch. xvii, 254 S. Paperback ISBN 978 3 642 29487 7 Format (B x L): 15,5 x 23,5 cm Gewicht: 421 g Weitere Fachgebiete > Physik, Astronomie > Thermodynamik > Festkörperphysik, Kondensierte Materie Zu Leseprobe schnell und portofrei erhältlich bei Die Online-Fachbuchhandlung beck-shop.de ist spezialisiert auf Fachbücher, insbesondere Recht, Steuern und Wirtschaft. Im Sortiment finden Sie alle Medien (Bücher, Zeitschriften, CDs, ebooks, etc.) aller Verlage. Ergänzt wird das Programm durch Services wie Neuerscheinungsdienst oder Zusammenstellungen von Büchern zu Sonderpreisen. Der Shop führt mehr als 8 Millionen Produkte.

Contents 1 Introduction... 1 1.1 WhyDoKineticMonteCarloSimulations?... 1 1.2 SomeComparisons... 4 1.3 Length and Time Scales... 11 References... 12 2 A Stochastic Model for the Description of Surface Reaction Systems 13 2.1 The Lattice Gas... 13 2.1.1 Lattices, Sublattices, and Unit Cells... 14 2.1.2 ExamplesofLattices... 15 2.1.3 Labels and Configurations... 18 2.1.4 Examples of Using Labels... 18 2.1.5 Shortcomings of Lattice-Gas Models...... 20 2.1.6 Boundary Conditions.... 22 2.2 TheMasterEquation... 22 2.2.1 The Definition and Some Properties of the Master Equation 22 2.2.2 TheDerivationoftheMasterEquation... 26 2.2.3 The Master Equation for Lattice-Gas Models... 32 References... 35 3 Kinetic Monte Carlo Algorithms... 37 3.1 Introduction... 37 3.2 TheVariableStepSizeMethod... 38 3.2.1 TheIntegralFormoftheMasterEquation... 38 3.2.2 The Concept of the Variable Step Size Method... 39 3.2.3 Enabled and Disabled Processes... 41 3.3 Some General Techniques...... 43 3.3.1 Selection Methods...... 43 3.3.2 UsingDisabledProcesses... 46 3.3.3 Reducing Memory Requirements... 49 3.3.4 Supertypes... 50 xiii

xiv Contents 3.4 The Random Selection Method... 51 3.5 TheFirstReactionMethod... 53 3.6 Time-Dependent Rate Constants... 55 3.7 A Comparison with Other Methods... 58 3.7.1 TheFixedTimeStepMethod... 59 3.7.2 Algorithmic Approach.... 59 3.7.3 TheOriginalKineticMonteCarlo... 60 3.7.4 CellularAutomata... 61 3.8 ParallelAlgorithms... 61 3.9 Practical Considerations Concerning Algorithms.... 65 References... 69 4 How to Get Kinetic Parameters... 73 4.1 Introductory Remarks on Kinetic Parameters...... 73 4.2 TwoExpressionsforRateConstants... 74 4.2.1 The General Expression... 75 4.2.2 The Arrhenius Form..... 76 4.3 Partition Functions... 78 4.3.1 Classical and Quantum Partition Functions... 78 4.3.2 Zero-PointEnergy... 78 4.3.3 Types of Partition Function... 79 4.3.4 Vibrations... 80 4.3.5 Rotations... 81 4.3.6 Hindered Rotations..... 83 4.3.7 Translations... 84 4.3.8 Floppy Molecules...... 84 4.4 ThePracticeofCalculatingRateConstants... 85 4.4.1 Langmuir Hinshelwood Reactions... 85 4.4.2 Desorption.......................... 86 4.4.3 Adsorption... 87 4.4.4 Eley Rideal Reactions.... 91 4.4.5 Diffusion... 91 4.4.6 Examples... 91 4.4.7 Summary... 93 4.5 LateralInteractions... 94 4.5.1 The Cluster Expansion.... 94 4.5.2 Linear Regression...... 96 4.5.3 CrossValidation... 97 4.5.4 Bayesian Model Selection... 98 4.5.5 The Effect of Lateral Interactions on Transition States... 103 4.5.6 Other Models for Lateral Interactions......103 4.6 Rate Constants from Experiments...104 4.6.1 Relating Macroscopic Properties to Microscopic Processes 105 4.6.2 SimpleDesorption...106 4.6.3 SimpleAdsorption...108 4.6.4 Unimolecular Reactions...110

Contents xv 4.6.5 Diffusion...110 4.6.6 Bimolecular Reactions....111 4.6.7 DissociativeAdsorption...114 4.6.8 A Brute-Force Approach...115 References...117 5 Modeling Surface Reactions I...121 5.1 Introduction...121 5.2 Reducing Noise...122 5.3 AModelingFramework...125 5.4 Modeling the Occupation of Sites...128 5.4.1 Simple Adsorption, Desorption, and Unimolecular Conversion...128 5.4.2 Bimolecular Reactions and Diffusion......130 5.5 ModelingAdsorptionSites...133 5.5.1 Using the Sublattice Index...133 5.5.2 Using Labels to Distinguish Sublattices.....135 5.5.3 Systems Without Translational Symmetry...137 5.5.4 Bookkeeping Sites......141 5.6 UsingImmediateProcesses...142 5.6.1 VeryFastProcesses...142 5.6.2 Flagging Structural Elements...143 5.6.3 Counting...146 5.6.4 Decomposing the Implementation of Processes...148 5.6.5 Implementing Procedures...150 References...153 6 Modeling Surface Reactions II...155 6.1 Introduction...155 6.2 Large Adsorbates and Strong Repulsion...156 6.3 LateralInteractions...159 6.4 DiffusionandFastReversibleReactions...162 6.5 CombiningProcesses...163 6.6 Isotope Experiments and Diffusion...165 6.7 Simulating Nanoparticles and Facets...170 6.8 Making the Initial Configuration...177 References...179 7 Examples...181 7.1 Introduction...181 7.2 NO Reduction on Rh(111)......181 7.3 NH 3 Induced Reconstruction of (111) Steps on Pt(111)...189 7.4 Phase Transitions and Symmetry Breaking...193 7.4.1 TPD with Strong Repulsive Interactions....194 7.4.2 VoltammetryandtheButterfly...197 7.4.3 The Ziff Gulari Barshad Model...200 7.5 Non-linear Kinetics...203

xvi Contents 7.5.1 The Lotka Model......204 7.5.2 Oscillations of CO Oxidation on Pt Surfaces...206 References...208 8 New Developments...211 8.1 Longer Time Scales and Fast Processes...211 8.1.1 WhenAreFastProcessesaProblem?...212 8.1.2 ASimpleSolution...212 8.1.3 Reduced Master Equations...213 8.1.4 DealingwithSlightlySlowerReactions...215 8.1.5 Two Other Approaches...224 8.2 Larger Length Scales...226 8.3 Embedding kmc in Larger Simulations...231 8.4 Off-lattice kmc...234 References...240 Glossary...243 Index...251