Identification of simple reaction coordinates from complex dynamics
Reaction coordinates are widely used throughout chemical physics to model and understand complex chemical transformations. We introduce a definition of the natural reaction coordinate, suitable for condensed phase and biomolecular systems, as a maximally predictive one-dimensional projection. We the...
Saved in:
Published in | The Journal of chemical physics Vol. 146; no. 4; p. 044109 |
---|---|
Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
United States
28.01.2017
|
Subjects | |
Online Access | Get more information |
Cover
Loading…
Summary: | Reaction coordinates are widely used throughout chemical physics to model and understand complex chemical transformations. We introduce a definition of the natural reaction coordinate, suitable for condensed phase and biomolecular systems, as a maximally predictive one-dimensional projection. We then show that this criterion is uniquely satisfied by a dominant eigenfunction of an integral operator associated with the ensemble dynamics. We present a new sparse estimator for these eigenfunctions which can search through a large candidate pool of structural order parameters and build simple, interpretable approximations that employ only a small number of these order parameters. Example applications with a small molecule's rotational dynamics and simulations of protein conformational change and folding show that this approach can filter through statistical noise to identify simple reaction coordinates from complex dynamics. |
---|---|
ISSN: | 1089-7690 |
DOI: | 10.1063/1.4974306 |