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Deep learning of dynamically responsive chemical Hamiltonians with semiempirical quantum mechanics

Conventional machine-learning (ML) models in computational chemistry learn to directly predict molecular properties using quantum chemistry only for reference data. While these heuristic ML methods show quantum-level accuracy with speeds several orders of magnitude faster than traditional quantum ch...

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Detalles Bibliográficos
Autores principales: Zhou, Guoqing, Lubbers, Nicholas, Barros, Kipton, Tretiak, Sergei, Nebgen, Benjamin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9271210/
https://www.ncbi.nlm.nih.gov/pubmed/35776544
http://dx.doi.org/10.1073/pnas.2120333119