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Exploring the formation of gold/silver nanoalloys with gas-phase synthesis and machine-learning assisted simulations

Quentin Gromoff, Patrizio Benzo, Wissam A. Saidi, Christopher M. Andolina, Marie‐José Casanove, Teresa Hungrı́a, Sophie Barré, Magali Benoit, Julien Lam

2023Nanoscale16 citationsDOIOpen Access PDF

Abstract

While nanoalloys are of paramount scientific and practical interest, the main processes leading to their formation are still poorly understood. Key structural features in the alloy systems, including the crystal phase, chemical ordering, and morphology, are challenging to control at the nanoscale, making it difficult to extend their use to industrial applications. In this contribution, we focus on the gold/silver system that has two of the most prevalent noble metals and combine experiments with simulations to uncover the formation mechanisms at the atomic level. Nanoparticles were produced using a state-of-the-art inert-gas aggregation source and analyzed using transmission electron microscopy and energy-dispersive X-ray spectroscopy. Machine-learning-assisted molecular dynamics simulations were employed to model the crystallization process from liquid droplets to nanocrystals. Our study finds a preponderance of nanoparticles with five-fold symmetric morphology, including icosahedra and decahedra which is consistent with previous results on mono-metallic nanoparticles. However, we observed that gold atoms, rather than silver atoms, segregate at the surface of the obtained nanoparticles for all the considered alloy compositions. These segregation tendencies are in contrast to previous studies and have consequences on the crystallization dynamics and the subsequent crystal ordering. We finally showed that the underpinning of this surprising segregation dynamics is due to charge transfer and electrostatic interactions rather than surface energy considerations.

Topics & Concepts

Gas phasePhase (matter)Materials scienceNanotechnologyChemical engineeringComputer scienceChemistryPhysical chemistryEngineeringOrganic chemistryMachine Learning in Materials ScienceCatalytic Processes in Materials Sciencenanoparticles nucleation surface interactions
Exploring the formation of gold/silver nanoalloys with gas-phase synthesis and machine-learning assisted simulations | Litcius