The Free-Energy Barrier of Precritical Nuclei in Hard Spheres is Consistent with Predictions
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| Main Authors: | , , , |
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| Format: | Preprint |
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2025
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| _version_ | 1866912411603173376 |
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| author | Kürten, Lars Castagnède, Antoine Smallenburg, Frank Royall, C. Patrick |
| author_facet | Kürten, Lars Castagnède, Antoine Smallenburg, Frank Royall, C. Patrick |
| contents | Predicting crystal nucleation is among the most significant long--standing challenges in condensed matter. In the system most studied (hard sphere colloids), the comparison between experiments performed using static light scattering and computer simulations is woeful, with a discrepancy of over 10 orders of magnitude. The situation with other well-studied materials (such as water and sodium chloride) is no better. It has thus far proven impossible to access the regime of this discrepancy with particle-resolved techniques which might shed light on its origins, due to the relatively sluggish dynamics of the larger colloids required for confocal microscopy.
Here we address this challenge with two developments. Our work is a marked improvement in the precision of mapping the state point of experiments to simulation. For this, we employed a combination of novel machine-learning methods for particle tracking and higher-order correlation functions. Our second innovation is to consider the free energy of pre-critical nuclei which can be detected in the discrepancy regime. These are in agreement with computer simulation. This is the first time that such free energies have been successfully compared between experiment and simulation in any material as far as we are aware. The agreement provides important validation of rare event sampling techniques which are used very widely in simulation, but which can seldom be directly compared with experiment. |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2503_17270 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | The Free-Energy Barrier of Precritical Nuclei in Hard Spheres is Consistent with Predictions Kürten, Lars Castagnède, Antoine Smallenburg, Frank Royall, C. Patrick Soft Condensed Matter Statistical Mechanics Predicting crystal nucleation is among the most significant long--standing challenges in condensed matter. In the system most studied (hard sphere colloids), the comparison between experiments performed using static light scattering and computer simulations is woeful, with a discrepancy of over 10 orders of magnitude. The situation with other well-studied materials (such as water and sodium chloride) is no better. It has thus far proven impossible to access the regime of this discrepancy with particle-resolved techniques which might shed light on its origins, due to the relatively sluggish dynamics of the larger colloids required for confocal microscopy. Here we address this challenge with two developments. Our work is a marked improvement in the precision of mapping the state point of experiments to simulation. For this, we employed a combination of novel machine-learning methods for particle tracking and higher-order correlation functions. Our second innovation is to consider the free energy of pre-critical nuclei which can be detected in the discrepancy regime. These are in agreement with computer simulation. This is the first time that such free energies have been successfully compared between experiment and simulation in any material as far as we are aware. The agreement provides important validation of rare event sampling techniques which are used very widely in simulation, but which can seldom be directly compared with experiment. |
| title | The Free-Energy Barrier of Precritical Nuclei in Hard Spheres is Consistent with Predictions |
| topic | Soft Condensed Matter Statistical Mechanics |
| url | https://arxiv.org/abs/2503.17270 |