Simulation of In-Situ Training in Spike Neural Network Based on Non-Ideal Memristors

In this paper, we proposed a multilayer supervised training method based on Multi-Resume and memristor synaptic properties. We use a new differential equation describe the dynamic of Pt/HfO2/Al2O3/Ti devices and update weights based on present conductance. Specifically, the weight update is achieved...

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Bibliographic Details
Main Authors: Lan Ma, Guosheng Wang, Shulong Wang, Dongliang Chen
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Journal of the Electron Devices Society
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10239259/