# A Generalized Nucleation Theory for Ice Crystallization

Source: [A Generalized Nucleation Theory for Ice Crystallization](<https://www.sota2.com/research/paper/68fa4a091e209131ce93b6c9>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2025-10-25T07:37:43.713Z

Authors: Maodong Li, Yupeng Huang, Yijie Xia, Dechin Chen, Cheng Fan, Lijiang Yang, Yi Qin Gao, Yi Isaac Yang

Published: 2023-06-09T07:15:16.000Z

## Abstract

Despite the simplicity of the water molecule, the kinetics of ice nucleation under natural conditions can be complex. We investigated spontaneously grown ice nuclei using all-atom molecular dynamics simulations and found significant differences between the kinetics of ice formation through spontaneously formed and ideal nuclei. Since classical nucleation theory can only provide a good description of ice nucleation in ideal conditions, we propose a generalized nucleation theory that can better characterize the kinetics of ice crystal nucleation in general conditions. This study provides an explanation on why previous experimental and computational studies have yielded widely varying critical nucleation sizes.

## Recorded benchmark results

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

## Original sources and implementation

[Original paper](<https://arxiv.org/abs/2306.05713>)

[PDF](<https://arxiv.org/pdf/2306.05713.pdf>)
