Glassy Dynamics from First-Principles Simulations
arXiv:2408.05528 · doi:10.1103/PhysRevE.111.L023401
Abstract
The microscopic understanding of the dramatic increase in viscosity of liquids when cooled towards the glass transition is a major unresolved issue in condensed matter physics. Here, we use machine learning methods to accelerate molecular dynamics simulations with first-principles accuracy for the glass-former toluene. We show that the increase in viscosity is intimately linked to the increasing number of dynamically correlated molecules . While certain hallmark features of glassy dynamics, like physical aging, are linked to as well, others, like relaxation stretching, are not.
References in corpus (22)
- Quantum ESPRESSO: a modular and open-source software project for quantum simulations of materials
- Optimized norm-conserving Vanderbilt pseudopotentials
- Theoretical perspective on the glass transition and amorphous materials
- String-like Clusters and Cooperative Motion in a Model Glass-Forming Liquid
- DP-GEN: A concurrent learning platform for the generation of reliable deep learning based potential energy models
- Direct experimental evidence of a growing length scale accompanying the glass transition
- DeePMD-kit v2: A software package for Deep Potential models
- The Excess Wing in the Dielectric Loss of Glass-Formers: A Johari-Goldstein beta-Relaxation?
- Growing length and time scales in glass forming liquids
- Fifth-order susceptibility unveils growth of thermodynamic amorphous order in glass-formers
- Time-temperature superposition in viscous liquids
- Cooperativity and the freezing of molecular motion at the glass transition
- Evidence of growing spatial correlations at the glass transition from nonlinear response experiments
- Identifying time scales for violation/preservation of Stokes-Einstein relation in supercooled water
- Microscopic origin of excess wings in relaxation spectra of supercooled liquids
- Universal Structural Relaxation in Supercooled Liquids
- Predicting nonlinear physical aging of glasses from equilibrium relaxation via the material time
- Revealing the three-dimensional structure of liquids using four-point correlation functions
- Nonlinear response theory for Markov processes: Simple models for glassy relaxation
- Evidence of growing spatial correlations during the aging of glassy glycerol
- Glycerol confined in zeolitic imidazolate frameworks: The temperature-dependent cooperativity length scale of glassy freezing
- Time reversibility during the ageing of materials
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- Emergence of a Hump in the Cubic Dielectric Response of Glycerol
- Molecular dynamics insights into the Debye process of 1-propanol
- Computing dielectric spectra in molecular dynamics simulations: using a cavity to disentangle self and cross correlations
- Non-exponential relaxation without dynamic heterogeneity in van der Waals liquids above the melting point