4.2 Article

Mathematical foundations for the Parallel Replica algorithm applied to the underdamped Langevin dynamics

Journal

MRS COMMUNICATIONS
Volume 12, Issue 4, Pages 454-459

Publisher

SPRINGER HEIDELBERG
DOI: 10.1557/s43579-022-00207-3

Keywords

Mathematics; Molecular; Simulation; Statistics; statistical methods

Funding

  1. Samsung Science and Technology Foundation
  2. project ANR QuAMProcs [ANR-19-CE40-0010]
  3. project ANR SINEQ [ANR-21-CE40-0006]
  4. project ERC EMC2 [810367]
  5. project ANR EFI from the French National Research Agency [ANR-17-CE40-0030]
  6. project ANR QuAMProcs from the French National Research Agency [ANR-19-CE40-0010]
  7. Agence Nationale de la Recherche (ANR) [ANR-19-CE40-0010] Funding Source: Agence Nationale de la Recherche (ANR)

Ask authors/readers for more resources

Molecular dynamics methods are used to study the time evolution of complex molecular systems and their transitions between stable states. The Parallel Replica algorithm is a powerful tool to efficiently sample rare events in these systems. This research letter establishes the existence of a quasi-stationary distribution for the Langevin dynamics involved in the Parallel Replica algorithm and provides insight into the overdamped limit behavior of the dynamics.
Molecular dynamics (MD) methods are used to sample the time evolution of complex molecular systems, namely the transition events between configuration states. When these states are metastable, these transitions correspond to rare events and occur over very longtime scale, thus rendering the use of MD methods inefficient. The Parallel Replica algorithm, was designed to efficiently sample these rare events relying on a parallelization in time computation of the trajectory. Its mathematical formalization was carried out in the literature using the notion of quasi-stationary distribution (QSD), which can be seen as the longtime distribution of the dynamics trapped inside a state. Its existence was only proven recently for the underdamped Langevin dynamics (ULD) involved in the sampling of thermostated molecular systems. In this research letter we shall state the existence of a QSD for the ULD, for which we can provide a spectral interpretation. The existence of this QSD is then used to justify the application of Parallel Replica algorithm to the ULD. In addition, we shall extend known results regarding the behaviour of the ULD trajectories when the friction coefficient goes to infinity (overdamped limit). This allows us to provide an explicit expression of the overdamped limit of the previous QSD of the ULD. The findings of this study remain valid for ULD with non-conservative forces. They shall help for a better understanding of the mathematical framework underlying the Parallel Replica algorithm or related algorithms involving the QSD to the ULD. It also extends our knowledge on the overdamped limiting behaviour of the ULD.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.2
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

No Data Available
No Data Available