A Photonic Accelerator for Feature Map Generation in Convolutional Neural Networks

Autor:	Marco Cococcioni, Federico Nesti, Lorenzo De Marinis, Nicola Andriolli
Jazyk:	angličtina
Rok vydání:	2020
Předmět:	Nonlinear system Artificial neural network business.industry Computer science Feature (computer vision) Pooling Pattern recognition Artificial intelligence Electronics Photonics business Convolutional neural network Efficient energy use
Popis:	We propose a photonic accelerator for convolutional neural networks carrying out linear, nonlinear, and pooling operations. It achieves an excellent accuracy in TensorFlow simulations and is more energy efficient than state-of-the-art electronics.
Databáze:	OpenAIRE
Externí odkaz:	https://explore.openaire.eu/search/publication?articleId=doi_dedup___::275a417224fc010c6771e1864a9879be http://hdl.handle.net/11382/535165 Zobrazit plný text záznamu