Uncertainty Quantification and Sensitivity Analysis of Partial Charges on Macroscopic Solvent Properties in Molecular Dynamics Simulations with a Machine Learning Model

The molecular dynamics (MD) simulation technique is among the most broadly used computational methods to investigate atomistic phenomena in a variety of chemical and biological systems. One of the most common (and most uncertain) parametrization steps in MD simulations of soft materials is the assig...

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Veröffentlicht in:Journal of chemical information and modeling 2021-04, Vol.61 (4), p.1745-1761
Hauptverfasser: Peerless, James S, Kwansa, Albert L, Hawkins, Branden S, Smith, Ralph C, Yingling, Yaroslava G
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Sprache:eng
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