[Folding@home] Toward Learned Chemical Perception of Force Field Typing Rules
Posted: Thu Dec 09, 2021 5:02 pm
J Chem Theory Comput. 2019 Jan 8;15(1):402-423. doi: 10.1021/acs.jctc.8b00821. Epub 2018 Dec 24. ABSTRACT Molecular mechanics force fields define how the energy and forces in a molecular system are computed from its atomic positions, thus enabling the study of such systems through computational methods like molecular dynamics and Monte Carlo simulations. Despite progress toward automated force field parametrization, considerable human expertise is required to develop or extend force fields. In particular, human input has long been required to define atom types, which encode chemically unique environments that determine which parameters will be assigned. However, relying on humans to establish atom types is suboptimal. Human-created atom types are often developed without statistical justification, leading...
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