2021
DOI: 10.1038/s41467-021-25752-8
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Real-time dynamics and structures of supported subnanometer catalysts via multiscale simulations

Abstract: Understanding the performance of subnanometer catalysts and how catalyst treatment and exposure to spectroscopic probe molecules change the structure requires accurate structure determination under working conditions. Experiments lack simultaneous temporal and spatial resolution and could alter the structure, and similar challenges hinder first-principles calculations from answering these questions. Here, we introduce a multiscale modeling framework to follow the evolution of subnanometer clusters at experimen… Show more

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Cited by 20 publications
(19 citation statements)
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“…Although, a number of acceleration schemes have appeared in recent years, 87,95,109 further developments are necessary. 38,86,90,91,94,143,144 Along these lines, further improvements in the efficiency of lateral interaction pattern detection, e.g. via fingerprinting and precomputing, could be a way forward.…”
Section: B Treating Complicated Energetic Models Of Non-ideal Adlayersmentioning
confidence: 99%
See 1 more Smart Citation
“…Although, a number of acceleration schemes have appeared in recent years, 87,95,109 further developments are necessary. 38,86,90,91,94,143,144 Along these lines, further improvements in the efficiency of lateral interaction pattern detection, e.g. via fingerprinting and precomputing, could be a way forward.…”
Section: B Treating Complicated Energetic Models Of Non-ideal Adlayersmentioning
confidence: 99%
“…120,[292][293][294][295][296] It has also been implemented to study more complex surface reaction systems, such as the selective acetylene hydrogenation over SAA nanoparticles, 297 and oxygen reduction on oxidesupported PtNi nanoalloys. 298 Motivated by the need to understand the performance of subnanometer catalysts and explain how catalyst treatment and exposure to spectroscopic probe molecules change the structure, Wang et al 143 (111) in a CO atmosphere as a case study, since CO is the most common probe molecule in infrared (IR) spectroscopy. 299 The approach gave important insights into the effect of temperature, CO partial pressure, metal loading, and initial catalyst state on cluster formation at that scale.…”
Section: B the Complexity Of Chemical Pathwaysmentioning
confidence: 99%
“…Nonetheless, typical metal‐oxide catalysts prepared by conventional preparation methods (e.g., impregnation or precipitation) often lack uniformity and contain a mixture of metal nanoparticles, clusters, and single atoms already in the as‐prepared state [7, 29–31] . Moreover, these species can transform into each other depending on the reaction conditions [32–35] . For Pd/CeO 2 , several works demonstrated a coexistence and, in fact, synergy between PdO x clusters and Pd atoms in the CeO 2 lattice for the oxidation of CO at low temperature [36–38] .…”
Section: Introductionmentioning
confidence: 99%
“…[7,[29][30][31] Moreover, these species can transform into each other depending on the reaction conditions. [32][33][34][35] For Pd/CeO 2 , several works demonstrated a coexistence and, in fact, synergy between PdO x clusters and Pd atoms in the CeO 2 lattice for the oxidation of CO at low temperature. [36][37][38] Other reports stressed the importance of metallic Pd sites for optimal catalytic performance.…”
Section: Introductionmentioning
confidence: 99%
“…[7,[29][30][31] Moreover, these species can transform into each other depending on the reaction conditions. [32][33][34][35] For Pd/CeO 2 , several works demonstrated a coexistence and, in fact, synergy between PdO x clusters and Pd atoms in the CeO 2 lattice for the oxidation of CO at low temperature. [36][37][38] Other reports stressed the importance of metallic Pd sites for optimal catalytic performance.…”
Section: Introductionmentioning
confidence: 99%