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20202026
most citedCompensation of Fiber Nonlinearities in Digital Coherent Systems Leveraging Long Short-Term Memory Neural Networks

125 citations · 388 across the 35 of their papers we have counts for

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Showing 2020Show all

5 papers · 1 filter

q-bio.NC2020

Unsupervised Image Classification Through Time-Multiplexed Photonic Multi-Layer Spiking Convolutional Neural Network

Menelaos Skontranis, George Sarantoglou, Stavros Deligiannidis +2

We present results of a deep photonic spiking convolutional neural network, based on two-section VCSELs, targeting image classification. Training is based on unsupervised spike-tim…

physics.app-ph2020★ 60 cited

Fabry-Perot Lasers as Enablers for Parallel Reservoir Computing

Adonis Bogris, Charis Mesaritakis, Stavros Deligiannidis +1

We introduce the use of Fabry-Perot (FP) lasers as potential neuromorphic computing machines with parallel processing capabilities. With the use of optical injection between a mast…

cs.ET2020★ 1 cited

Laser Induced Speckle as a Foundation for Physical Security and Optical Computing

Charis Mesaritakis, Marialena Akriotou, Dimitris Syvridis

We present a photonic system that exploits the speckle generated by the interaction of a laser source and a semitransparent scattering medium, in our case a large-core optical fibe…

cs.CR2020

Photonic Pseudo-Random Number Generator for Internet-of-Things Authentication using a Waveguide based Physical Unclonable Function

Charis Mesaritakis, Panagiotis Rizomiliotis, Marialena Akriotou +3

In this paper we experimentally evaluate a physical unclonable function based on a polymer optical waveguide, as a time-invariant, replication-resilient, source of entropy. The ele…

eess.SP2020★ 125 cited

Compensation of Fiber Nonlinearities in Digital Coherent Systems Leveraging Long Short-Term Memory Neural Networks

Stavros Deligiannidis, Adonis Bogris, Charis Mesaritakis +1

We introduce for the first time the utilization of Long short-term memory (LSTM) neural network architectures for the compensation of fiber nonlinearities in digital coherent syste…