A review of Girsanov reweighting and of square root approximation for building molecular Markov state models
- 1 December 2022
- journal article
- conference paper
- Published by AIP Publishing in Journal of Mathematical Physics
- Vol. 63 (12) , 123306
Abstract
Dynamical reweighting methods permit to estimate kinetic observables of a stochastic process governed by a target potential from trajectories that have been generated at a different potential V(x). In this article, we present Girsanov reweighting and square root approximation: the first method reweights path probabilities exploiting the Girsanov theorem and can be applied to Markov state models to reweight transition probabilities; the second method was originally developed to discretize the Fokker–Planck operator into a transition rate matrix, but here we implement it into a reweighting scheme for transition rates. We begin by reviewing the theoretical background of the methods and then present two applications relevant to molecular dynamics, highlighting their strengths and weaknesses.
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Funding Information
- Deutsche Forschungsgemeinschaft (1114, 1449)
- Berlin Mathematics Research Center MATH+ (AA1-15)
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