Ensembles are required to handle aleatoric and parametric uncertainty in molecular dynamics simulation

M Vassaux, S Wan, W Edeling… - Journal of chemical …, 2021 - ACS Publications
Classical molecular dynamics is a computer simulation technique that is in widespread use
across many areas of science, from physics and chemistry to materials, biology, and …

Uncertainty quantification in classical molecular dynamics

S Wan, RC Sinclair… - … Transactions of the …, 2021 - royalsocietypublishing.org
Molecular dynamics simulation is now a widespread approach for understanding complex
systems on the atomistic scale. It finds applications from physics and chemistry to …

Unknown unknowns: the challenge of systematic and statistical error in molecular dynamics simulations

TD Romo, A Grossfield - Biophysical journal, 2014 - cell.com
In this issue, Neale et al.(1) present a calculation of the free energy to bind an antimicrobial
peptide to a lipid bilayer using molecular dynamics simulations. This in itself is not unusual …

Uncertainty quantification for molecular dynamics

PN Patrone, A Dienstfrey - Reviews in computational chemistry, 2018 - books.google.com
Since the 1960s, scientists have increasingly turned to molecular dynamics (MD) as a tool of
choice for studying complex and realistic condensed-matter systems. The reason behind this …

[HTML][HTML] Best practices for quantification of uncertainty and sampling quality in molecular simulations [Article v1. 0]

A Grossfield, PN Patrone, DR Roe… - Living journal of …, 2018 - ncbi.nlm.nih.gov
The quantitative assessment of uncertainty and sampling quality is essential in molecular
simulation. Many systems of interest are highly complex, often at the edge of current …

Quantifying uncertainty and sampling quality in biomolecular simulations

A Grossfield, DM Zuckerman - Annual reports in computational chemistry, 2009 - Elsevier
Growing computing capacity and algorithmic advances have facilitated the study of
increasingly large biomolecular systems at longer timescales. However, with these larger …

Quantifying computational effort required for stochastic averages

AJ Schultz, DA Kofke - Journal of Chemical Theory and …, 2014 - ACS Publications
We propose a measure that quantifies the effort needed to compute a given stochastic
average, considered in the context of molecular modeling. This “difficulty index” is defined in …

Ensemble-Based Approaches Ensure Reliability and Reproducibility

S Wan, AP Bhati, AD Wade… - Journal of Chemical …, 2023 - ACS Publications
It is increasingly widely recognized that ensemble-based approaches are required to
achieve reliability, accuracy, and precision in molecular dynamics calculations. The purpose …

Quantitative comparison and optimization of methods for evaluating the chemical potential by molecular simulation

DA Kofke, PT Cummings - Molecular Physics, 1997 - Taylor & Francis
The precision of several methods for computing the chemical potential by molecular
simulation is investigated. The study does not apply molecular simulation to the analysis but …

Uncertainties in Markov state models of small proteins

N Kozlowski, H Grubmüller - Journal of Chemical Theory and …, 2023 - ACS Publications
Markov state models are widely used to describe and analyze protein dynamics based on
molecular dynamics simulations, specifically to extract functionally relevant characteristic …