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Systematic modification of functionality in disordered elastic networks through free energy surface tailoring

A combined machine learning–physics–based approach is explored for molecular and materials engineering. Specifically, collective variables, akin to those used in enhanced sampled simulations, are constructed using a machine learning model trained on data gathered from a single system. Through the co...

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Detalles Bibliográficos
Autores principales: Mendels, Dan, Byléhn, Fabian, Sirk, Timothy W., de Pablo, Juan J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Association for the Advancement of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10246901/
https://www.ncbi.nlm.nih.gov/pubmed/37285442
http://dx.doi.org/10.1126/sciadv.adf7541