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Updated: Jan 16, 2026
Analyzing Melts and Fluids from Ab Initio Molecular Dynamics Simulations with the UMD Package
Published on: September 17, 2021
Deciphering the complexities of crystalline state(s) with molecular simulations
Caroline Desgranges1, Jerome Delhommelle2
1Department of Physics & Applied Physics, University of Massachusetts, Lowell, MA, USA. caroline_desgranges@uml.edu.
Abstract:
Predicting the outcome of a crystallization process remains a long-standing challenge in solid state chemistry. This stems from the subtle interplay between thermodynamics and kinetics that results in a complex crystal energy landscape, spanned by many polymorphs and other metastable intermediates. Molecular simulations are uniquely positioned to unravel this interplay, as they constitute a framework that can compute free energies (thermodynamics), barriers (kinetics), and visualize the crystallization mechanisms at high resolution. We show here how recent progress in computational methods, and their augmentation with Machine Learning, has advanced our ability to predict crystal structure and simulate crystal nucleation.
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