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Updated: Jun 23, 2026

Ligand-Mediated Nucleation and Growth of Palladium Metal Nanoparticles
Published on: June 25, 2018
Efficient approach to nucleation and growth dynamics: stationary diffusion flux model
Dennis S van Putten1, Vitaly I Kalikmanov
1Twister Supersonic Gas Solutions, Einsteinlaan 10, 2289 CC, Rijswijk, The Netherlands. dennis.vanputten@twisterbv.com
A new model simplifies cluster evolution in nucleation and growth. It accurately predicts cluster formation dynamics using a novel diffusion flux approximation, validated by experimental nucleation pulse data.
Area of Science:
- Physics
- Physical Chemistry
- Materials Science
Background:
- Understanding cluster evolution is crucial for nucleation and growth phenomena.
- Existing models often face computational challenges or limitations in applicability.
- The induction time for cluster formation is a key factor in modeling dynamics.
Purpose of the Study:
- To propose a new, computationally efficient model for cluster evolution.
- To approximate the diffusion flux in the Fokker-Planck equation for improved modeling.
- To ensure the model's applicability across various cluster sizes and formation processes.
Main Methods:
- Developed a closed-form expression for diffusion flux by approximating the nonstationary Fokker-Planck equation.
- Utilized the steady-state solution of the Zeldovich-Frenkel equation for approximation.
- Validated the model against experimental data from a nucleation pulse experiment.
Main Results:
- The proposed stationary diffusion flux model is valid for all cluster sizes.
- The model demonstrates computational efficiency.
- Excellent agreement was observed between the model and the Becker-Döring equations for a nucleation pulse experiment.
Conclusions:
- The new model provides an accurate and efficient description of cluster evolution.
- The approximation is justified by the small induction time of cluster formation.
- The model is broadly applicable to diverse cluster formation processes.
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