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Published on: May 27, 2020
Additive eigenvectors as optimal reaction coordinates, conditioned trajectories, and time-reversible description of
1University of Leeds, Astbury Center for Structural Molecular Biology, Faculty of Biological Sciences, University of Leeds, Leeds LS2 9JT, United Kingdom.
Additive eigenvectors (addevs) offer a novel approach to analyzing complex stochastic dynamics by defining optimal reaction coordinates. This method provides a time-reversible framework for understanding system evolution and trajectory ensembles.
Area of Science:
- Physical Chemistry
- Computational Chemistry
- Statistical Mechanics
Background:
- Analyzing complex multidimensional stochastic dynamics often involves diffusion on free energy landscapes using reaction coordinates (RCs).
- Optimal RCs are crucial for quantitatively accurate descriptions, with the committor function being a key example for equilibrium dynamics.
- Limitations exist in using the committor function for certain dynamic analyses.
Purpose of the Study:
- To introduce additive eigenvectors (addevs) as optimal reaction coordinates to overcome limitations of the committor function.
- To develop a new theoretical framework for analyzing stochastic dynamics using addevs.
- To provide a time-reversible description of stochastic processes.
Main Methods:
- Derivation of an addev master equation for Markov chains.
- Analysis of stationary and non-stationary solutions of the addev master equation.
- Application of the framework to model systems like unidirectional random walk and diffusion.
Main Results:
- A stationary solution describes sub-ensembles of trajectories with consistent forward and time-reversed dynamics (stochastic eigenmodes).
- Non-stationary solutions describe probability distribution evolution in a time-reversible manner.
- The framework successfully illustrates dynamics on model systems.
Conclusions:
- Additive eigenvectors provide a powerful and versatile tool for analyzing complex stochastic dynamics.
- The addev master equation offers a time-reversible alternative to standard master equations.
- This approach enhances the understanding of trajectory ensembles and system evolution.
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