Spiking Neural Network (SNN) With Memristor Synapses Having Non-linear Weight Update

Spiking Neural Network (SNN) With Memristor Synapses Having Non-linear Weight Update

Among many artificial neural networks, the research on Spike Neural Network (SNN), which mimics the energy-efficient signal system in the brain, is drawing much attention. Memristor is a promising candidate as a synaptic component for hardware implementation of SNN, but several non-ideal device prop...

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Bibliographic Details
Main Authors: Taeyoon Kim, Suman Hu, Jaewook Kim, Joon Young Kwak, Jongkil Park, Suyoun Lee, Inho Kim, Jong-Keuk Park, YeonJoo Jeong
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-03-01
Series:Frontiers in Computational Neuroscience
Subjects:
spiking neural network
memristor
non-linearity
homeostasis
LTP/LTD ratio
Online Access:https://www.frontiersin.org/articles/10.3389/fncom.2021.646125/full

Internet

https://www.frontiersin.org/articles/10.3389/fncom.2021.646125/full

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