TY - JOUR
T1 - The geometry of generalized force matching and related information metrics in coarse-graining of molecular systems
AU - Kalligiannaki, Evangelia
AU - Harmandaris, Vagelis
AU - Katsoulakis, Markos A.
AU - Plecháč, Petr
N1 - Publisher Copyright:
© 2015 AIP Publishing LLC.
PY - 2015/8/28
Y1 - 2015/8/28
N2 - Using the probabilistic language of conditional expectations, we reformulate the force matching method for coarse-graining of molecular systems as a projection onto spaces of coarse observables. A practical outcome of this probabilistic description is the link of the force matching method with thermodynamic integration. This connection provides a way to systematically construct a local mean force and to optimally approximate the potential of mean force through force matching. We introduce a generalized force matching condition for the local mean force in the sense that allows the approximation of the potential of mean force under both linear and non-linear coarse graining mappings (e.g., reaction coordinates, end-to-end length of chains). Furthermore, we study the equivalence of force matching with relative entropy minimization which we derive for general non-linear coarse graining maps. We present in detail the generalized force matching condition through applications to specific examples in molecular systems.
AB - Using the probabilistic language of conditional expectations, we reformulate the force matching method for coarse-graining of molecular systems as a projection onto spaces of coarse observables. A practical outcome of this probabilistic description is the link of the force matching method with thermodynamic integration. This connection provides a way to systematically construct a local mean force and to optimally approximate the potential of mean force through force matching. We introduce a generalized force matching condition for the local mean force in the sense that allows the approximation of the potential of mean force under both linear and non-linear coarse graining mappings (e.g., reaction coordinates, end-to-end length of chains). Furthermore, we study the equivalence of force matching with relative entropy minimization which we derive for general non-linear coarse graining maps. We present in detail the generalized force matching condition through applications to specific examples in molecular systems.
UR - http://www.scopus.com/inward/record.url?scp=84940116945&partnerID=8YFLogxK
U2 - 10.1063/1.4928857
DO - 10.1063/1.4928857
M3 - Article
C2 - 26328816
AN - SCOPUS:84940116945
SN - 0021-9606
VL - 143
JO - JOURNAL OF CHEMICAL PHYSICS
JF - JOURNAL OF CHEMICAL PHYSICS
IS - 8
M1 - 084105
ER -