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M

M. Cioni

Researcher at University of Florence

Publications -  3
Citations -  61

M. Cioni is an academic researcher from University of Florence. The author has contributed to research in topics: Chemistry & Molecular dynamics. The author has an hindex of 1, co-authored 1 publications receiving 55 citations.

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Innate dynamics and identity crisis of a metal surface unveiled by machine learning of atomic environments.

TL;DR: In this paper , a deep neural network potential trained on density functional theory calculations is used to simulate large atomistic models of different types of copper surface types, and a combination of high-dimensional structural descriptors and unsupervised machine learning allows identifying and tracking all the atomic environments (AEs) emerging in the surfaces at finite temperatures.
Journal ArticleDOI

Reconstructing reactivity in dynamic host–guest systems at atomistic resolution: amide hydrolysis under confinement in the cavity of a coordination cage

TL;DR: In this paper , an advanced multiscale simulation approach was designed to reconstruct the reactivity in a host-guest system in dynamic regimes, and the simulation was applied to a coordination cage that can encapsulate amide guests and enhance their hydrolysis by favoring their mechanical twisting towards reactive molecular configurations under confinement.