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...

Full description

Bibliographic Details

Published in:	Frontiers in Computational Neuroscience
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
Subjects:	spiking neural network memristor non-linearity homeostasis LTP/LTD ratio
Online Access:	https://www.frontiersin.org/articles/10.3389/fncom.2021.646125/full