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Updated: Oct 16, 2025

Ligand-Mediated Nucleation and Growth of Palladium Metal Nanoparticles
Published on: June 25, 2018
Nucleation rates from small scale atomistic simulations and transition state theory
1Department of Chemistry and NANOlab Center of Excellence, University of Antwerp, Universiteitsplein 1, 2610 Antwerp, Belgium.
This study introduces a novel method to accurately calculate nucleation rates using molecular dynamics, overcoming time scale and finite size limitations. The approach combines enhanced sampling with free energy surface reconstruction for precise droplet nucleation rate predictions.
Area of Science:
- Physical Chemistry
- Computational Materials Science
- Chemical Physics
Background:
- Evaluating nucleation rates via molecular dynamics is challenging due to slow timescales and finite system size effects.
- Classical nucleation theory approximations can limit accuracy in simulations.
- Accurate nucleation rate determination is crucial for understanding phase transitions.
Purpose of the Study:
- To develop a general and accurate method for calculating nucleation rates from molecular dynamics simulations.
- To overcome the limitations of slow nucleation timescales and finite size effects in computational studies.
- To provide a robust alternative to classical nucleation theory approximations.
Main Methods:
- Utilized enhanced sampling techniques, specifically metadynamics, to address slow nucleation timescales.
- Reconstructed the free energy surface from an appropriate ensemble to circumvent finite size effects.
- Applied transition state theory with a dynamical correction for diffusive recrossing.
Main Results:
- Achieved accurate macroscopic droplet nucleation rates for argon vapor.
- Calculations spanned 16 orders of magnitude, showing excellent agreement with literature data.
- Demonstrated the method's efficacy using small system sizes (512 atoms).
Conclusions:
- The developed method accurately determines nucleation rates without relying on classical nucleation theory approximations.
- Enhanced sampling and free energy surface reconstruction effectively overcome common simulation limitations.
- This approach offers a powerful tool for studying nucleation phenomena across various systems.
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