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Transition-Path Theory Calculations on Non-Uniform Meshes in Two and Three Dimensions using Finite Elements
Mauro Lapelosa1, Cameron F Abrams
1Department of Chemical and Biological Engineering, Drexel University, 3141 Chestnut St., Philadelphia, Pennsylvania 19104.
This study introduces a finite element method for calculating the committor function in transition-path theory (TPT). This approach efficiently analyzes rare events in complex systems, even in 3D potentials.
Area of Science:
- Complex Systems Analysis
- Chemical Physics
- Computational Science
Background:
- Rare events in complex systems are crucial and studied via reaction pathways.
- Transition-path theory (TPT) provides a framework for analyzing these pathways.
- The committor function, central to TPT, is typically found by solving the backward-Kolmogorov equation.
Purpose of the Study:
- To demonstrate the feasibility of calculating the committor function using the finite element method (FEM).
- To enable efficient TPT calculations on 3D potentials.
- To investigate the impact of temperature and entropic barriers on reaction rates.
Main Methods:
- Application of the finite element method on non-uniform meshes to solve for the committor function.
- Comparison with finite-difference approaches, highlighting reduced degrees of freedom.
- Calculation of committor functions and reaction rates in 2D and 3D systems.
Main Results:
- FEM efficiently calculates committor functions, requiring fewer degrees of freedom than traditional methods.
- TPT calculations are made feasible for complex 3D potentials.
- Temperature and entropic barriers were shown to influence committor structure and reaction rates.
Conclusions:
- The finite element method offers an efficient and scalable approach for TPT calculations.
- This method facilitates the study of rare events in higher-dimensional complex systems.
- Understanding temperature and entropic effects is key for accurate reaction rate predictions.
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