NEuromorphic Reconfigurable Integrated photonic Circuits as artificial image processor

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Project web site - to be continuously updated

Design, launch and update of the Project's webpage

Publications

Optical Implementation of 2 × 2 Universal Unitary Matrix Transformations

Auteurs: Andrés Macho‐Ortiz, Daniel Pérez‐López, José Capmany
Publié dans: Laser & Photonics Reviews, Numéro 15/7, 2021, Page(s) 2000473, ISSN 1863-8880
Éditeur: Wiley - VCH Verlag GmbH & CO. KGaA
DOI: 10.1002/lpor.202000473

Reconfigurable Activation Functions in Integrated Optical Neural Networks

Auteurs: Rausell-Campo, Jose Roberto; Pérez-López, Daniel
Publié dans: IEEE Journal of Selected Topics in Quantum Electronics, Numéro 1, 2022, ISSN 1558-4542
Éditeur: IEEE
DOI: 10.1109/jstqe.2022.3169833

Fabry-Perot Lasers as Enablers for Parallel Reservoir Computing

Auteurs: Adonis Bogris, Charis Mesaritakis, Stavros Deligiannidis, Pu Li
Publié dans: IEEE Journal of Selected Topics in Quantum Electronics, Numéro 27/2, 2021, Page(s) 1-7, ISSN 1077-260X
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstqe.2020.3011879

Time-delayed reservoir computing based on a dual-waveband quantum-dot spin polarized vertical cavity surface-emitting laser

Auteurs: M. Skontranis; G. Sarantoglou; A. Bogris; C. Mesaritakis
Publié dans: Optcal material express, Numéro 1, 2023, ISSN 2159-3930
Éditeur: Optical Society of America
DOI: 10.1364/ome.451585

Performance and Complexity Analysis of i-directional Recurrent Neural Network Models vs. Volterra Nonlinear Equalizers in Digital Coherent Systems

Auteurs: Stavros Deligiannidis, Charis Mesaritakis, Adonis Bogris
Publié dans: Journal of Lightwave Technology, 2021, Page(s) 1-1, ISSN 0733-8724
Éditeur: Optical Society of America
DOI: 10.1109/jlt.2021.3092415

Modeling amplified arbitrary filtered microwave photonic links and systems

Auteurs: Erica Sánchez, Daniel Pérez-López, Prometheus dasMahapatra, José Capmany
Publié dans: Optics Express, Numéro 29/10, 2021, Page(s) 14757, ISSN 1094-4087
Éditeur: Optical Society of America
DOI: 10.1364/oe.423613

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

Auteurs: Stavros Deligiannidis, Adonis Bogris, Charis Mesaritakis, Yannis Kopsinis
Publié dans: Journal of Lightwave Technology, Numéro 38/21, 2020, Page(s) 5991-5999, ISSN 0733-8724
Éditeur: Optical Society of America
DOI: 10.1109/jlt.2020.3007919

Machine learning issues and opportunities in ultrafast particle classification for label-free microflow cytometry

Auteurs: Alessio Lugnan, Emmanuel Gooskens, Jeremy Vatin, Joni Dambre, Peter Bienstman
Publié dans: Scientific Reports, Numéro 10/1, 2020, ISSN 2045-2322
Éditeur: Nature Publishing Group
DOI: 10.1038/s41598-020-77765-w

Time-Multiplexed Spiking Convolutional Neural Network Based on VCSELs for Unsupervised Image Classification

Auteurs: Menelaos Skontranis, George Sarantoglou, Stavros Deligiannidis, Adonis Bogris, Charis Mesaritakis
Publié dans: Applied Sciences, Numéro 11/4, 2021, Page(s) 1383, ISSN 2076-3417
Éditeur: MDPI
DOI: 10.3390/app11041383

Micro-Ring-Resonator Based Passive Photonic Spike-Time-Dependent-Plasticity Scheme for Unsupervised Learning in Optical Neural Networks

Auteurs: Charis Mesaritakis, Menelaos Skontranis, George Sarantoglou, Adonis Bogris
Publié dans: Optical Fiber Communication Conference (OFC) 2020, 2020, Page(s) T4C.2, ISBN 978-1-943580-71-2
Éditeur: OSA
DOI: 10.1364/ofc.2020.t4c.2

Nearest Unitary and Toeplitz matrix techniques for adaptation of Deep Learning models in photonic FPGA

Auteurs: Agrafiotis, Georgios; Makri, Eftychia; Kalamaras, Ilias; Lalas, Antonios; Votis, Konstantinos; Tzovaras, Dimitrios
Publié dans: Proceedings of the Northern Lights Deep Learning Workshop, Numéro 1, 2023
Éditeur: Proceedings of the Northern Lights Deep Learning Workshop
DOI: 10.7557/18.6825

Learning to Detect Objects with a 1 Megapixel Event Camera

Auteurs: Perot, Etienne; de Tournemire, Pierre; Nitti, Davide; Masci, Jonathan; Sironi, Amos
Publié dans: Advances in Neural Information Processing Systems 33 (NeurIPS 2020), Numéro 33, 2020, Page(s) 16639--16652
Éditeur: Curran Associates, Inc.

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