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PageRank as a collective variable to study complex chemical transformations and their energy landscapes
Tiecheng Zhou1, Ernesto Martinez-Baez2, Gregory Schenter2
1Materials Science and Engineering Program, Washington State University, Pullman, Washington 99164, USA.
The Journal of Chemical Physics
|April 8, 2019
Summary
We developed a continuous PageRank (PR) coordinate for chemical reactions, improving reaction path analysis. This new method, combined with potential of mean force calculations, reveals key molecular motions and solvent effects.
Area of Science:
- Computational Chemistry
- Chemical Physics
- Theoretical Chemistry
Background:
- Reduced reaction coordinates are crucial for rare event theories and energy landscape exploration in chemistry.
- Selecting appropriate collective variables becomes challenging for complex molecular systems.
- Graph-theoretical metrics like PageRank (PR) coordinates offer novel descriptions of molecular interactions.
Purpose of the Study:
- To advance the development of PageRank (PR) coordinates for describing chemical reaction paths.
- To introduce a continuous formulation of PR coordinates and their analytical derivatives.
- To demonstrate the utility of PR coordinates in analyzing molecular transformations and solvent effects.
Main Methods:
- Developed a new, continuous formulation of PageRank (PR) coordinates.
- Derived analytical derivatives of PR coordinates with respect to atomic positions.
- Combined PR coordinates with harmonic bias to compute the potential of mean force (PMF).
Main Results:
- The continuous PR formulation provides a robust reaction coordinate for complex systems.
- PR coordinate fluctuations correlate with fundamental atomic/molecular motions.
- Calculated PR-based PMFs for [Al(OH)4]-(aq) transformation and Na+⋯OH- ion pair exchange.
Conclusions:
- The enhanced PR coordinate offers a powerful tool for analyzing chemical reaction mechanisms.
- PR-based PMF calculations reveal insights into solvent rearrangement's impact on reaction pathways.
- This approach facilitates a deeper understanding of molecular dynamics in complex chemical systems.
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