Literature DB >> 32791833

Evolution of Metastable Structures at Bimetallic Surfaces from Microscopy and Machine-Learning Molecular Dynamics.

Jin Soo Lim1, Jonathan Vandermause2,3, Matthijs A van Spronsen1,4, Albert Musaelian3, Yu Xie3, Lixin Sun3, Christopher R O'Connor1, Tobias Egle1,3, Nicola Molinari3, Jacob Florian1, Kaining Duanmu5, Robert J Madix3, Philippe Sautet5,6, Cynthia M Friend1,3, Boris Kozinsky3,7.   

Abstract

The restructuring of interfaces plays a crucial role in materials science and heterogeneous catalysis. Bimetallic systems, in particular, often adopt very different compositions and morphologies at surfaces compared to the bulk. For the first time, we reveal a detailed atomistic picture of long-time scale restructuring of Pd deposited on Ag using microscopy, spectroscopy, and novel simulation methods. By developing and performing accelerated machine-learning molecular dynamics followed by an automated analysis method, we discover and characterize previously unidentified surface restructuring mechanisms in an unbiased fashion, including Pd-Ag place exchange and Ag pop-out as well as step ascent and descent. Remarkably, layer-by-layer dissolution of Pd into Ag is always preceded by an encapsulation of Pd islands by Ag, resulting in a significant migration of Ag out of the surface and a formation of extensive vacancy pits within a period of microseconds. These metastable structures are of vital catalytic importance, as Ag-encapsulated Pd remains much more accessible to reactants than bulk-dissolved Pd. Our approach is broadly applicable to complex multimetallic systems and enables the previously intractable mechanistic investigation of restructuring dynamics at atomic resolution.

Entities:  

Year:  2020        PMID: 32791833     DOI: 10.1021/jacs.0c06401

Source DB:  PubMed          Journal:  J Am Chem Soc        ISSN: 0002-7863            Impact factor:   15.419


  4 in total

1.  Toward benchmarking theoretical computations of elementary rate constants on catalytic surfaces: formate decomposition on Au and Cu.

Authors:  Eri Muramoto; Wei Chen; Xiwen Jia; Cynthia M Friend; Philippe Sautet; Robert J Madix
Journal:  Chem Sci       Date:  2021-12-21       Impact factor: 9.825

2.  Decoding reactive structures in dilute alloy catalysts.

Authors:  Nicholas Marcella; Jin Soo Lim; Anna M Płonka; George Yan; Cameron J Owen; Jessi E S van der Hoeven; Alexandre C Foucher; Hio Tong Ngan; Steven B Torrisi; Nebojsa S Marinkovic; Eric A Stach; Jason F Weaver; Joanna Aizenberg; Philippe Sautet; Boris Kozinsky; Anatoly I Frenkel
Journal:  Nat Commun       Date:  2022-02-11       Impact factor: 17.694

3.  Active learning of reactive Bayesian force fields applied to heterogeneous catalysis dynamics of H/Pt.

Authors:  Jonathan Vandermause; Yu Xie; Jin Soo Lim; Cameron J Owen; Boris Kozinsky
Journal:  Nat Commun       Date:  2022-09-02       Impact factor: 17.694

4.  Metrology of convex-shaped nanoparticles via soft classification machine learning of TEM images.

Authors:  Haotian Wen; Xiaoxue Xu; Soshan Cheong; Shen-Chuan Lo; Jung-Hsuan Chen; Shery L Y Chang; Christian Dwyer
Journal:  Nanoscale Adv       Date:  2021-10-13
  4 in total

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