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Updated: Mar 20, 2026

Ligand-Mediated Nucleation and Growth of Palladium Metal Nanoparticles
Published on: June 25, 2018
A numerical scheme for the early steps of nucleation-aggregation models
Harvey Thomas Banks1, Marie Doumic2, Carola Kruse3
1Center for Research in Scientific Computation (CRSC), North Carolina State University, Raleigh, NC, USA.
This study introduces a new numerical scheme for simulating particle cluster formation. The finite volume method on an adaptive grid accurately models nucleation and subsequent chain reactions.
Area of Science:
- Physical Chemistry
- Materials Science
- Computational Science
Background:
- Particle cluster formation involves nucleation, polymerization, fragmentation, and coalescence.
- Accurate simulation of reaction kinetics across orders of magnitude in particle size is challenging.
- Early and late-stage reactions require robust numerical methods.
Purpose of the Study:
- To develop an efficient and conservative numerical scheme for simulating particle cluster formation kinetics.
- To accurately model both the initial nucleation phase and subsequent chain reactions.
- To address the challenges posed by large disparities in particle and aggregate sizes.
Main Methods:
- A conservative scheme based on finite volume methods.
- Utilizes an adaptive grid for efficient computation.
- Simulates spontaneous aggregation into nuclei and subsequent reactions.
Main Results:
- The proposed scheme effectively captures the early nucleation steps.
- The method accurately simulates later chain reactions in particle aggregation.
- Demonstrates capability in handling reactions across significant size scales.
Conclusions:
- The finite volume method on an adaptive grid provides a robust approach for simulating particle cluster formation.
- This scheme offers accurate kinetic modeling from initial nucleation to complex chain reactions.
- The method is crucial for understanding and predicting the behavior of aggregating systems.
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