C. Zeni

activity

20182022

n

-body force fields from machine learning

150 citations · 491 across the 9 of their papers we have counts for

collaborators

Showing 2019 · physics.comp-phShow all

2 papers · 2 filters

physics.comp-ph2019★ 42 cited

On Machine Learning Force Fields for Metallic Nanoparticles

Claudio Zeni, Kevin Rossi, Aldo Glielmo +1

Machine learning algorithms have recently emerged as a tool to generate force fields which display accuracies approaching the ones of the ab-initio calculations they are trained on…

physics.comp-ph2019★ 11 cited

Building nonparametric $n$ -body force fields using Gaussian process regression

Aldo Glielmo, Claudio Zeni, Ádám Fekete +1

Constructing a classical potential suited to simulate a given atomic system is a remarkably difficult task. This chapter presents a framework under which this problem can be tackle…

On Machine Learning Force Fields for Metallic Nanoparticles

Building nonparametric n-body force fields using Gaussian process regression

Building nonparametric $n$ -body force fields using Gaussian process regression