Simulation of the crystallization process of Ge<sub>2</sub>Sb<sub>2</sub>Te<sub>5</sub> nanoconfined in superlattice geometries for phase change memories

Phase change materials are the most promising candidates for the realization of artificial synapses for neuromorphic computing. Different resistance levels corresponding to analogic values of the synapsis conductance can be achieved by modulating the size of an amorphous region embedded in its crystalline matrix. Recently, it has been proposed that a superlattice made of alternating layers of the phase change compound Sb<sub>2</sub>Te<sub>3</sub> and of the TiTe<sub>2</sub> confining material allows for a better control of multiple intermediate resistance states and for a lower drift with time of the electrical resistance of the amorphous phase. In this work, we consider the substitution of Sb<sub>2</sub>Te<sub>3</sub> with the Ge<sub>2</sub>Sb<sub>2</sub>Te<sub>5</sub> prototypical phase change compound that should feature better data retention. By exploiting molecular dynamics simulations with a machine learning interatomic potential, we have investigated the crystallization kinetics of Ge<sub>2</sub>Sb<sub>2</sub>Te<sub>5</sub> nanoconfined in geometries mimicking Ge<sub>2</sub>Sb<sub>2</sub>Te<sub>5</sub>/TiTe<sub>2</sub> superlattices. It turns out that nanoconfinement induces a slight reduction in the crystal growth velocities with respect to the bulk, but also an enhancement of the nucleation rate due to heterogeneous nucleation. The results support the idea of investigating Ge<sub>2</sub>Sb<sub>2</sub>Te<sub>5</sub>/TiTe<sub>2</sub> superlattices for applications in neuromorphic devices with improved data retention. The effect on the crystallization kinetics of the addition of van der Waals interaction to the interatomic potential is also discussed.

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Publication Details

Journal
Nanoscale
Published
2025-01-01
DOI
https://doi.org/10.1039/d5nr00283d
Citations
6
Primary Topic
Phase-change materials and chalcogenides
Type
article
Field-Weighted Citation Impact
3.11

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article

Simulation of the crystallization process of Ge2Sb2Te5 nanoconfined in superlattice geometries for phase change memories

Marco Bernasconi, Omar Abou El Kheir, Debdipto Acharya, Simone Marcorini
6 citations
Nanoscale
Phase-change materials and chalcogenides
3.11
article

Simulation of the crystallization process of Ge2Sb2Te5 nanoconfined in superlattice geometries for phase change memories

Marco Bernasconi, Omar Abou El Kheir, Debdipto Acharya, Simone Marcorini
article en
6 citations

Abstract

Phase change materials are the most promising candidates for the realization of artificial synapses for neuromorphic computing. Different resistance levels corresponding to analogic values of the synapsis conductance can be achieved by modulating the size of an amorphous region embedded in its crystalline matrix. Recently, it has been proposed that a superlattice made of alternating layers of the phase change compound Sb<sub>2</sub>Te<sub>3</sub> and of the TiTe<sub>2</sub> confining material allows for a better control of multiple intermediate resistance states and for a lower drift with time of the electrical resistance of the amorphous phase. In this work, we consider the substitution of Sb<sub>2</sub>Te<sub>3</sub> with the Ge<sub>2</sub>Sb<sub>2</sub>Te<sub>5</sub> prototypical phase change compound that should feature better data retention. By exploiting molecular dynamics simulations with a machine learning interatomic potential, we have investigated the crystallization kinetics of Ge<sub>2</sub>Sb<sub>2</sub>Te<sub>5</sub> nanoconfined in geometries mimicking Ge<sub>2</sub>Sb<sub>2</sub>Te<sub>5</sub>/TiTe<sub>2</sub> superlattices. It turns out that nanoconfinement induces a slight reduction in the crystal growth velocities with respect to the bulk, but also an enhancement of the nucleation rate due to heterogeneous nucleation. The results support the idea of investigating Ge<sub>2</sub>Sb<sub>2</sub>Te<sub>5</sub>/TiTe<sub>2</sub> superlattices for applications in neuromorphic devices with improved data retention. The effect on the crystallization kinetics of the addition of van der Waals interaction to the interatomic potential is also discussed.

NanoscaleVol. 17(22)
University of Milano-Bicocca (IT)
European Commission, Ministero dell’Istruzione, dell’Università e della Ricerca
Openalex Percentile: Top 8%
Phase-change materials and chalcogenides
3.11
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