The role of fluctuations in the nucleation process

Y Yuanpeng Deng (Key Lab of Smart Prevention and Mitigation of Civil Engineering Disasters of the Ministry of Industry and Information Technology and Key Lab of Structures Dynamic Behavior and Control of the Ministry of Education) P Peilin Kang (Atomistic Simulations) X Xiang Xu H Hui Li M Michele Parrinello (Atomistic Simulations, Istituto Italiano di Tecnologia, Via Enrico Melen 83, 16142 Genoa, Italy)

Abstract

The emergence upon cooling of an ordered solid phase from a disordered liquid is a remarkable example of self-assembly, which has also major practical relevance. Here, we use a recently developed committor-based enhanced sampling method to explore the crystallization transition in a Lennard-Jones fluid, using variational principle based on the backward Kolmogorov equation. We exploit the unique properties of our method to study in detail the nucleation mechanism, allowing us to detect and analyze the fluctuations that eventually lead to crystallization. We find that the transition state ensemble has a complex nature in which the nonspherical solid core is surrounded by an interface that is more disordered than bulk liquid. We also compute from the variational principle a nucleation rate that is consistent with the experimental results at variance with previous estimates.

Article Details

Volume / Issue Vol. 123, Issue 5
Published February 03, 2026
ISSN 0027-8424
Publisher National Academy of Sciences

Authors (5)

Y

Yuanpeng Deng

Key Lab of Smart Prevention and Mitigation of Civil Engineering Disasters of the Ministry of Industry and Information Technology and Key Lab of Structures Dynamic Behavior and Control of the Ministry of Education

P

Peilin Kang

Atomistic Simulations

X

Xiang Xu

H

Hui Li

M

Michele Parrinello

Atomistic Simulations, Istituto Italiano di Tecnologia, Via Enrico Melen 83, 16142 Genoa, Italy