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Fractal free energy landscapes in structural glasses
Open accessAbstract
Glasses are amorphous solids whose constituent particles are caged by their neighbours and thus cannot flow. This sluggishness is often ascribed to the free energy landscape containing multiple minima (basins) separated by high barriers. Here we show, using theory and numerical simulation, that the landscape is much rougher than is classically assumed. Deep in the glass, it undergoes a ‘roughness transition’ to fractal basins, which brings about isostaticity and marginal stability on approaching jamming. Critical exponents for the basin width, the weak force distribution and the spatial spread of quasi-contacts near jamming can be analytically determined. Their value is found to be compatible with numerical observations. This advance incorporates the jamming transition of granular materials into the framework of glass theory. Because temperature and pressure control what features of the landscape are experienced, glass mechanics and transport are expected to reflect the features of the topology we discuss here. Potential energy landscape models are often used to describe transitions in the glassy state. Here, the authors report that the landscape is much rougher than usually assumed, and demonstrate that it undergoes a transition to fractal basins before the jamming point is reached.
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Cites
Spin Glass Theory and Beyond: An Introduction to the Replica Method and Its Applications
Mezard, M., Parisi, G., & Virasoro, M. (1986) · World Scientific Lecture Notes in Physics · doi:10.1142/0271 · Cited by 3,653
Cited by
The role of local structure in dynamical arrest
Royall, C. P., & Williams, S. R. (2015) · Physics Reports · doi:10.1016/j.physrep.2014.11.004 · Cited by 473
Continuum limit of the vibrational properties of amorphous solids
Mizuno, H., Shiba, H., & Ikeda, A. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1709015114 · Cited by 267
Jamming transition as a paradigm to understand the loss landscape of deep neural networks
Geiger, M., Spigler, S., d'Ascoli, S., Sagun, L., Baity-Jesi, M., Biroli, G., & Wyart, M. (2019) · Physical Review E · doi:10.1103/physreve.100.012115 · Cited by 143
Metadata
- Authors
- Charbonneau, P., Kurchan, J., Parisi, G., Urbani, P., & Zamponi, F.
- Venue
- Nature Communications
- Published
- 2014-04-24
- Volume
- 5
- Issue
- 1
- Pages
- 3725-3725
- ISSN
- 2041-1723 (ISSN-L)
- OpenAlex
- W2030225915
- Cited by
- 484
- References
- 1
- FWCI
- 22.48
- Type
- journal article
- Language
- en
- Open access
- bronze
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- Charbonneau, P., Kurchan, J., Parisi, G., Urbani, P., & Zamponi, F. (2014). Fractal free energy landscapes in structural glasses. Nature Communications. https://doi.org/10.1038/ncomms4725
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