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Published on: August 18, 2018
Reaction coordinates and rate constants for liquid droplet nucleation: Quantifying the interplay between driving
Sun-Ting Tsai1, Zachary Smith2, Pratyush Tiwary3
1Department of Physics and Institute for Physical Science and Technology, University of Maryland, College Park, Maryland 20742, USA.
This study reveals that as vapor supersaturation decreases, droplet nucleation requires considering local density fluctuations beyond just liquid-like atoms. These fluctuations are crucial for accurate nucleation rate calculations.
Area of Science:
- Physical Chemistry
- Chemical Physics
- Materials Science
Background:
- Homogeneous nucleation of liquid droplets from supersaturated vapor is a fundamental process.
- Understanding nucleation dynamics is key to controlling phase transitions and material properties.
Purpose of the Study:
- To develop and validate a more accurate reaction coordinate (RC) for nucleation.
- To investigate the role of local density fluctuations in nucleation at varying supersaturations.
- To improve the efficiency of molecular dynamics simulations for nucleation studies.
Main Methods:
- Utilized biased and unbiased molecular dynamics (MD) simulations.
- Employed the spectral gap optimization approach (SGOOP) to calculate the RC.
- Constructed the RC as a linear combination of liquid-like atom count and two local density fluctuation parameters.
- Applied the optimized RC within the infrequent metadynamics framework.
Main Results:
- The reaction coordinate for nucleation transitions from solely counting liquid-like atoms to including local density fluctuations as supersaturation decreases.
- Density fluctuations become non-Markovian at lower supersaturations, indicating longer memory effects.
- The optimized RC significantly improves nucleation rate accuracy and accelerates simulations by four orders of magnitude compared to unbiased MD.
Conclusions:
- Local density fluctuations are essential components of the nucleation reaction coordinate, especially at lower supersaturations.
- The SGOOP-derived RC and infrequent metadynamics offer a powerful and efficient method for studying nucleation.
- This work provides a more nuanced understanding of droplet nucleation dynamics and simulation methodologies.
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