Highly efficient neuromorphic learning system of spiking neural network with multi-compartment leaky integrate-and-fire neurons

Highly efficient neuromorphic learning system of spiking neural network with multi-compartment leaky integrate-and-fire neurons

A spiking neural network (SNN) is considered a high-performance learning system that matches the digital circuits and presents higher efficiency due to the architecture and computation of spiking neurons. While implementing a SNN on a field-programmable gate array (FPGA), the gradient back-propagati...

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Bibliographic Details
Main Authors: Tian Gao, Bin Deng, Jiang Wang, Guosheng Yi
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-09-01
Series:Frontiers in Neuroscience
Subjects:
spiking neural network
multi-compartment LIF
neuromorphic system
dendrite-guided synaptic plasticity
on-chip learning system
Online Access:https://www.frontiersin.org/articles/10.3389/fnins.2022.929644/full

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