2019
DOI: 10.1021/acs.jpcb.8b10541
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Invariant Manifolds and Rate Constants in Driven Chemical Reactions

Abstract: Reaction rates of chemical reactions under nonequilibrium conditions can be determined through the construction of the normally hyperbolic invariant manifold (NHIM) [and moving dividing surface (DS)] associated with the transition state trajectory.Here, we extend our recent methods by constructing points on the NHIM accurately even for multidimensional cases. We also advance the implementation of machine learning approaches to construct smooth versions of the NHIM from a known high-accuracy set of its points. … Show more

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Cited by 32 publications
(48 citation statements)
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“…For this reason, we start several ensembles at different initial times t and piece together the results of each ensemble to fully resolve k(t) of a specific trajectory on the NHIM with good accuracy everywhere. Whereas in other references, thousands to millions of trajectories had to be propagated to somehow resolve a rate constant, 7,21,30,43 with the methods introduced here we are able to adequately resolve the time-dependent reaction rate k(t) propagating just a few hundreds of trajectories.…”
Section: Instantaneous Ensemble Ratesmentioning
confidence: 90%
“…For this reason, we start several ensembles at different initial times t and piece together the results of each ensemble to fully resolve k(t) of a specific trajectory on the NHIM with good accuracy everywhere. Whereas in other references, thousands to millions of trajectories had to be propagated to somehow resolve a rate constant, 7,21,30,43 with the methods introduced here we are able to adequately resolve the time-dependent reaction rate k(t) propagating just a few hundreds of trajectories.…”
Section: Instantaneous Ensemble Ratesmentioning
confidence: 90%
“…Without such stabilization, these trajectories would depart exponentially fast from the NHIM to either the reactant or the product side due to the limited precision of numerical calculations, as seen in in Ref. 36. It enables the analysis of the long-time dynamics on the NHIM using a stroboscopic Poincaré surface of section (PSOS).…”
Section: Discussionmentioning
confidence: 99%
“…III, the stabilization restricts the dynamics of the trajectories from the (4 + 1)-dimensional extended phase space (including time) of H(x, v x , y, v y , t), as discussed in Ref. 36, to the (2 + 1)-dimensional subspace of the NHIM, viz.…”
Section: B Stabilization Of Trajectories On the Nhimmentioning
confidence: 99%
“…In addition, the LD method based detection of NHIM is simple to implement and quickly provides a lay of the dynamical land which is a preliminirary step in applying phase space transport to problems in physics and chemistry. This method can also be used to set up starting guess for other numerical procedures which rely on good initial guess or can also be used in conjunction with machine learning methods for rendering the smooth pieces of NHIM [48,69]. where V B (x, y) is the potential energy function (1).…”
Section: Discussionmentioning
confidence: 99%