Citing SOAPify

Work in progress

Innate Dynamics and Identity Crisis of a Metal Surface Unveiled by Machine Learning of Atomic Environments

 @article{doi:10.1063/5.0139010,
     title        = {Innate dynamics and identity crisis of a metal surface unveiled by machine learning of atomic environments},
     author       = {Cioni,Matteo  and Polino,Daniela  and Rapetti,Daniele  and Pesce,Luca  and Delle Piane,Massimo  and Pavan,Giovanni M.},
     year         = 2023,
     journal      = {The Journal of Chemical Physics},
     volume       = 158,
     number       = 12,
     pages        = 124701,
     doi          = {10.1063/5.0139010},
     url          = {https://doi.org/10.1063/5.0139010},
     eprint       = {https://doi.org/10.1063/5.0139010}
 }

Machine Learning of Atomic Dynamics and Statistical Surface Identities in Gold Nanoparticles

    @misc{RapettiAuNP,
        title        = {{Machine Learning of Atomic Dynamics and Statistical Surface Identities in Gold Nanoparticles}},
        author       = {Rapetti, Daniele and Delle Piane, Massimo and Cioni, Matteo and Polino, Daniela and Ferrando, Riccardo and Pavan, Giovanni M.},
        year         = 2022,
        archivePrefix = "ChemRxiv",
        doi = {10.26434/chemrxiv-2022-7wfm9-v2},
        journal      = {ChemRxiv},
        publisher    = {ChemRxiv},
        copyright    = {Creative Commons Attribution 4.0 International},
        keywords     = {Gold nanoparticles, Machine learning, Atomic environments, Classification, Atomic dynamics, Statistical identities}
    }

TimeSOAP analysis

TimeSOAP: Tracking high-dimensional fluctuations in complex molecular systems via time-variations of SOAP spectra

    @misc{caruso2023timesoap,
        title        = {TimeSOAP: Tracking high-dimensional fluctuations in complex molecular systems via time-variations of SOAP spectra},
        author       = {Cristina Caruso and Annalisa Cardellini and Martina Crippa and Daniele Rapetti and Giovanni M. Pavan},
        year         = 2023,
        eprint       = {2302.09673},
        archiveprefix = {arXiv},
        primaryclass = {physics.chem-ph}
    }

LENS analysis

TimeSOAP: Tracking high-dimensional fluctuations in complex molecular systems via time-variations of SOAP spectra

    @misc{crippa2022detecting,
        title        = {Detecting dynamic domains and local fluctuations in complex molecular systems via timelapse neighbors shuffling},
        author       = {Martina Crippa and Annalisa Cardellini and Cristina Caruso and Giovanni M. Pavan},
        year         = 2022,
        eprint       = {2212.12694},
        archiveprefix = {arXiv},
        primaryclass = {physics.chem-ph}
    }