Multilayer Photonic Spiking Neural Networks: Generalized Supervised Learning Algorithm and Network Optimization

We propose a generalized supervised learning algorithm for multilayer photonic spiking neural networks (SNNs) by combining the spike-timing dependent plasticity (STDP) rule and the gradient descent mechanism. A vertical-cavity surface-emitting laser with an embedded saturable absorber (VCSEL-SA) is...

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Bibliografiske detaljer

Principais autores:	Chentao Fu, Shuiying Xiang, Yanan Han, Ziwei Song, Yue Hao
Format:	Artigo
Sprog:	Inglês
Udgivet:	MDPI AG 2022-03-01
Serier:	Photonics
Fag:	photonic spiking neural network multilayer spiking neural network supervised learning vertical-cavity surface-emitting lasers spike timing dependent plasticity
Online adgang:	https://www.mdpi.com/2304-6732/9/4/217
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