Literature DB >> 26040531

Ab Initio Molecular-Dynamics Simulation of Neuromorphic Computing in Phase-Change Memory Materials.

Jonathan M Skelton1, Desmond Loke1,2, Taehoon Lee1, Stephen R Elliott1.   

Abstract

We present an in silico study of the neuromorphic-computing behavior of the prototypical phase-change material, Ge2Sb2Te5, using ab initio molecular-dynamics simulations. Stepwise changes in structural order in response to temperature pulses of varying length and duration are observed, and a good reproduction of the spike-timing-dependent plasticity observed in nanoelectronic synapses is demonstrated. Short above-melting pulses lead to instantaneous loss of structural and chemical order, followed by delayed partial recovery upon structural relaxation. We also investigate the link between structural order and electrical and optical properties. These results pave the way toward a first-principles understanding of phase-change physics beyond binary switching.

Keywords:  ab initio molecular-dynamics simulations; brain-inspired/neuromorphic computing; computational modeling; electronic synapse; phase-change materials

Year:  2015        PMID: 26040531     DOI: 10.1021/acsami.5b01825

Source DB:  PubMed          Journal:  ACS Appl Mater Interfaces        ISSN: 1944-8244            Impact factor:   9.229


  2 in total

Review 1.  Recent Advances on Neuromorphic Systems Using Phase-Change Materials.

Authors:  Lei Wang; Shu-Ren Lu; Jing Wen
Journal:  Nanoscale Res Lett       Date:  2017-05-11       Impact factor: 4.703

2.  Phase-Change-Memory Process at the Limit: A Proposal for Utilizing Monolayer Sb2Te3.

Authors:  Xue-Peng Wang; Xian-Bin Li; Nian-Ke Chen; Bin Chen; Feng Rao; Shengbai Zhang
Journal:  Adv Sci (Weinh)       Date:  2021-05-14       Impact factor: 16.806

  2 in total

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