Jiayan Xu, Shreeja Das, Amar Deep Pathak*, Abhirup Patra, Sharan Shetty, Detlef Hohl and Roberto Car*,
{"title":"动态金属-载体相互作用决定了铜纳米颗粒在Al2O3表面的烧结。","authors":"Jiayan Xu, Shreeja Das, Amar Deep Pathak*, Abhirup Patra, Sharan Shetty, Detlef Hohl and Roberto Car*, ","doi":"10.1021/acsnano.5c04622","DOIUrl":null,"url":null,"abstract":"<p >Nanoparticle sintering remains a critical challenge in heterogeneous catalysis. In this work, we present a unified deep potential (DP) model based on the Perdew–Burke–Ernzerhof approximation of density functional theory for Cu nanoparticles on three Al<sub>2</sub>O<sub>3</sub> surfaces (γ-Al<sub>2</sub>O<sub>3</sub>(100), γ-Al<sub>2</sub>O<sub>3</sub>(110), and α-Al<sub>2</sub>O<sub>3</sub>(0001)). Using DP-accelerated simulations, we reveal that the nanoparticle size-mobility relationship strongly depends on the supporting surface. The diffusion of nanoparticles on the two γ-Al<sub>2</sub>O<sub>3</sub> surfaces is almost independent of the size of the nanoparticle, while the diffusion on α-Al<sub>2</sub>O<sub>3</sub>(0001) decreases rapidly with increasing size. Interestingly, nanoparticles with fewer than 55 atoms diffuse several times faster on α-Al<sub>2</sub>O<sub>3</sub>(0001) than on γ-Al<sub>2</sub>O<sub>3</sub>(100) at 800 K while expected to be more sluggish based on their larger binding energy at 0 K. The diffusion on α-Al<sub>2</sub>O<sub>3</sub>(0001) is facilitated by dynamic metal–support interaction (MSI), where Al atoms move out of the surface plane to optimize contact with the nanoparticle and relax back to the plane as the nanoparticle moves away. In contrast, the MSI on γ-Al<sub>2</sub>O<sub>3</sub>(100) and on γ-Al<sub>2</sub>O<sub>3</sub>(110) is dominated by more stable and directional Cu–O bonds, consistent with the limited diffusion observed on these surfaces. Our extended MD simulations provide insight into the sintering processes, showing that the dispersity of the nanoparticles strongly influences the coalescence driven by nanoparticle diffusion. We observed that the coalescence of Cu<sub>13</sub> nanoparticles on α-Al<sub>2</sub>O<sub>3</sub>(0001) can occur in a short time (10 ns) at 800 K even with an initial internanoparticle distance increased to 3 nm, while the coalescence on the two γ-Al<sub>2</sub>O<sub>3</sub> surfaces are inhibited significantly by increasing the initial internanoparticle distance. These findings demonstrate that the dynamics of the supporting surface is crucial to understanding the sintering mechanism and offer guidance for designing sinter-resistant catalysts by engineering the support morphology.</p>","PeriodicalId":21,"journal":{"name":"ACS Nano","volume":"19 32","pages":"29242–29254"},"PeriodicalIF":16.0000,"publicationDate":"2025-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/pdf/10.1021/acsnano.5c04622","citationCount":"0","resultStr":"{\"title\":\"Dynamic Metal–Support Interaction Dictates Cu Nanoparticle Sintering on Al2O3 Surfaces\",\"authors\":\"Jiayan Xu, Shreeja Das, Amar Deep Pathak*, Abhirup Patra, Sharan Shetty, Detlef Hohl and Roberto Car*, \",\"doi\":\"10.1021/acsnano.5c04622\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p >Nanoparticle sintering remains a critical challenge in heterogeneous catalysis. In this work, we present a unified deep potential (DP) model based on the Perdew–Burke–Ernzerhof approximation of density functional theory for Cu nanoparticles on three Al<sub>2</sub>O<sub>3</sub> surfaces (γ-Al<sub>2</sub>O<sub>3</sub>(100), γ-Al<sub>2</sub>O<sub>3</sub>(110), and α-Al<sub>2</sub>O<sub>3</sub>(0001)). Using DP-accelerated simulations, we reveal that the nanoparticle size-mobility relationship strongly depends on the supporting surface. The diffusion of nanoparticles on the two γ-Al<sub>2</sub>O<sub>3</sub> surfaces is almost independent of the size of the nanoparticle, while the diffusion on α-Al<sub>2</sub>O<sub>3</sub>(0001) decreases rapidly with increasing size. Interestingly, nanoparticles with fewer than 55 atoms diffuse several times faster on α-Al<sub>2</sub>O<sub>3</sub>(0001) than on γ-Al<sub>2</sub>O<sub>3</sub>(100) at 800 K while expected to be more sluggish based on their larger binding energy at 0 K. The diffusion on α-Al<sub>2</sub>O<sub>3</sub>(0001) is facilitated by dynamic metal–support interaction (MSI), where Al atoms move out of the surface plane to optimize contact with the nanoparticle and relax back to the plane as the nanoparticle moves away. In contrast, the MSI on γ-Al<sub>2</sub>O<sub>3</sub>(100) and on γ-Al<sub>2</sub>O<sub>3</sub>(110) is dominated by more stable and directional Cu–O bonds, consistent with the limited diffusion observed on these surfaces. Our extended MD simulations provide insight into the sintering processes, showing that the dispersity of the nanoparticles strongly influences the coalescence driven by nanoparticle diffusion. We observed that the coalescence of Cu<sub>13</sub> nanoparticles on α-Al<sub>2</sub>O<sub>3</sub>(0001) can occur in a short time (10 ns) at 800 K even with an initial internanoparticle distance increased to 3 nm, while the coalescence on the two γ-Al<sub>2</sub>O<sub>3</sub> surfaces are inhibited significantly by increasing the initial internanoparticle distance. These findings demonstrate that the dynamics of the supporting surface is crucial to understanding the sintering mechanism and offer guidance for designing sinter-resistant catalysts by engineering the support morphology.</p>\",\"PeriodicalId\":21,\"journal\":{\"name\":\"ACS Nano\",\"volume\":\"19 32\",\"pages\":\"29242–29254\"},\"PeriodicalIF\":16.0000,\"publicationDate\":\"2025-08-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://pubs.acs.org/doi/pdf/10.1021/acsnano.5c04622\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"ACS Nano\",\"FirstCategoryId\":\"88\",\"ListUrlMain\":\"https://pubs.acs.org/doi/10.1021/acsnano.5c04622\",\"RegionNum\":1,\"RegionCategory\":\"材料科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"CHEMISTRY, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"ACS Nano","FirstCategoryId":"88","ListUrlMain":"https://pubs.acs.org/doi/10.1021/acsnano.5c04622","RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CHEMISTRY, MULTIDISCIPLINARY","Score":null,"Total":0}
Dynamic Metal–Support Interaction Dictates Cu Nanoparticle Sintering on Al2O3 Surfaces
Nanoparticle sintering remains a critical challenge in heterogeneous catalysis. In this work, we present a unified deep potential (DP) model based on the Perdew–Burke–Ernzerhof approximation of density functional theory for Cu nanoparticles on three Al2O3 surfaces (γ-Al2O3(100), γ-Al2O3(110), and α-Al2O3(0001)). Using DP-accelerated simulations, we reveal that the nanoparticle size-mobility relationship strongly depends on the supporting surface. The diffusion of nanoparticles on the two γ-Al2O3 surfaces is almost independent of the size of the nanoparticle, while the diffusion on α-Al2O3(0001) decreases rapidly with increasing size. Interestingly, nanoparticles with fewer than 55 atoms diffuse several times faster on α-Al2O3(0001) than on γ-Al2O3(100) at 800 K while expected to be more sluggish based on their larger binding energy at 0 K. The diffusion on α-Al2O3(0001) is facilitated by dynamic metal–support interaction (MSI), where Al atoms move out of the surface plane to optimize contact with the nanoparticle and relax back to the plane as the nanoparticle moves away. In contrast, the MSI on γ-Al2O3(100) and on γ-Al2O3(110) is dominated by more stable and directional Cu–O bonds, consistent with the limited diffusion observed on these surfaces. Our extended MD simulations provide insight into the sintering processes, showing that the dispersity of the nanoparticles strongly influences the coalescence driven by nanoparticle diffusion. We observed that the coalescence of Cu13 nanoparticles on α-Al2O3(0001) can occur in a short time (10 ns) at 800 K even with an initial internanoparticle distance increased to 3 nm, while the coalescence on the two γ-Al2O3 surfaces are inhibited significantly by increasing the initial internanoparticle distance. These findings demonstrate that the dynamics of the supporting surface is crucial to understanding the sintering mechanism and offer guidance for designing sinter-resistant catalysts by engineering the support morphology.
期刊介绍:
ACS Nano, published monthly, serves as an international forum for comprehensive articles on nanoscience and nanotechnology research at the intersections of chemistry, biology, materials science, physics, and engineering. The journal fosters communication among scientists in these communities, facilitating collaboration, new research opportunities, and advancements through discoveries. ACS Nano covers synthesis, assembly, characterization, theory, and simulation of nanostructures, nanobiotechnology, nanofabrication, methods and tools for nanoscience and nanotechnology, and self- and directed-assembly. Alongside original research articles, it offers thorough reviews, perspectives on cutting-edge research, and discussions envisioning the future of nanoscience and nanotechnology.