The seeding method: A test case for classical nucleation theory in small systems

Molecular dynamics simulations are widely used to investigate nucleation in first-order phase transitions. Brute-force simulations, though popular, are limited to conditions of high metastability, where the critical cluster and the nucleation barrier are small. The seeding method has recently emerged as a powerful alternative for exploring lower supersaturation regimes by initiating simulations with a pre-formed nucleus. In confined systems (NVT ensemble), the seeded simulations are particularly effective for determining stable cluster properties and provide a stringent test case for classical nucleation theory (CNT). In this work, we perform NVT seeded simulations of Lennard-Jones condensation in small systems and compare them with CNT predictions based on several thermodynamic models, including equations of state, perturbation theory, and ideal gas approximation. We find that CNT accurately predicts stable cluster radii across a wide range of conditions. Notably, even the very simple ideal gas approximation proves useful for initializing seeded simulations. Furthermore, seeded simulation results correspond to the critical cluster radii of infinite systems: CNT predictions with good equations of state show very good agreement with simulations, while the perturbation theory and the ideal gas approximation perform well at low temperatures but deviate significantly at high temperatures. • We perform NVT seeded simulations of condensation to stabilize critical droplets. • Classical theory accurately predicts stable cluster radii in confined systems. • Classical theory is used to guide simulations and evaluate thermodynamic models.

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Publication Details

Journal
Solid State Sciences
Published
2026-02-05
DOI
https://doi.org/10.1016/j.solidstatesciences.2026.108254
Primary Topic
nanoparticles nucleation surface interactions
Type
article
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article

The seeding method: A test case for classical nucleation theory in small systems

Yingwei Wu, Thomas Philippe, Aymane Graini
Solid State Sciences
nanoparticles nucleation surface interactions
article

The seeding method: A test case for classical nucleation theory in small systems

Yingwei Wu, Thomas Philippe, Aymane Graini
article en

Abstract

Molecular dynamics simulations are widely used to investigate nucleation in first-order phase transitions. Brute-force simulations, though popular, are limited to conditions of high metastability, where the critical cluster and the nucleation barrier are small. The seeding method has recently emerged as a powerful alternative for exploring lower supersaturation regimes by initiating simulations with a pre-formed nucleus. In confined systems (NVT ensemble), the seeded simulations are particularly effective for determining stable cluster properties and provide a stringent test case for classical nucleation theory (CNT). In this work, we perform NVT seeded simulations of Lennard-Jones condensation in small systems and compare them with CNT predictions based on several thermodynamic models, including equations of state, perturbation theory, and ideal gas approximation. We find that CNT accurately predicts stable cluster radii across a wide range of conditions. Notably, even the very simple ideal gas approximation proves useful for initializing seeded simulations. Furthermore, seeded simulation results correspond to the critical cluster radii of infinite systems: CNT predictions with good equations of state show very good agreement with simulations, while the perturbation theory and the ideal gas approximation perform well at low temperatures but deviate significantly at high temperatures. • We perform NVT seeded simulations of condensation to stabilize critical droplets. • Classical theory accurately predicts stable cluster radii in confined systems. • Classical theory is used to guide simulations and evaluate thermodynamic models.

Solid State SciencesVol. 175
Centre National de la Recherche Scientifique (FR), École Polytechnique (FR), Laboratoire de Physique Théorique de la Matière Condensée (FR)
Openalex Percentile: Top 100%
nanoparticles nucleation surface interactions
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The seeding method: A test case for classical nucleation theory in small systems — Yingwei Wu, Thomas Philippe, et al. · Solid State Sciences (2026) | TGRS Research Map | TGRS