Energy- and Size-efficient Ultra-fast Plasmonic Circuits for Neuromorphic Computing Architectures

Livrables

Factsheet and project presentation

D7.1 will encompass factsheet and project presentation.

Website development and setup of social account

D7.3 will report on the development of the webstite and setup of social accounts.

Final report on SiN passives, BTO plasmonic modulators & SiOC-based T/O plasmonic waveguide

D34 will report on the final SiN passives BTO plasmonic modulators and SiOC based TO plasmonic waveguides

Final plasmonic neuron device & circuit design, specifications & use cases

D23 will report on the final circuit designspecifications and use cases of the plasmonic neuron devices of the project

1st Project Press Release

Launch of first project press release.

PlasmoniAC video presentation

D7.4 will report on the development of the promotional video clip for PlasmoniAC.

Final publishable activity report

D15 will report on the final publishable activity of the project

Documentation standards

D1.1 will report on the generation of documentation standards to be used throughout the project.

Final report on market analysis, standardization activities, competitive analysis, dissemination and exploitation plans

D77 will report on the final market analysis standardization activities competitive analysis dissemination and exploitation plans of the project

Publications

End-to-end deep learning with neuromorphic photonics

Auteurs: Dabos George, Mourgias-Alexandris George, Totovic Angelina, Kirtas Manos, Passalis Nikolaos, Tefas Anastasios, Pleros Nikolaos
Publié dans: SPIE Photonics West OPTO 2021, 2021
Éditeur: SPIE
DOI: 10.1117/12.2587668

Coherent photonic neuromorphic computing for high-speed deep learning applications

Auteurs: Moralis-Pegios Miltiadis, Mourgias-Alexandris George, Tsakyridis Apostolos, Giamougiannis George, Totovic Angelina, Dabos George, Pleros Nikos
Publié dans: SPIE OPTO 2022, 2022
Éditeur: SPIE
DOI: 10.1117/12.2606041

Neuromorphic computing through photonic integrated circuits

Auteurs: George Mourgias-Alexandris, Angelina Totovic, Nikolaos Passalis, George Dabos, Anastasios Tefas, Nikos Pleros
Publié dans: Smart Photonic and Optoelectronic Integrated Circuits XXII, 2020, Page(s) 2, ISBN 9781510633322
Éditeur: SPIE
DOI: 10.1117/12.2543781

Training Noise-Resilient Recurrent Photonic Networks for Financial Time Series Analysis

Auteurs: N. Passalis, M. Kirtas, G. Mourgias-Alexandris, G. Dabos, N. Pleros, A. Tefas
Publié dans: 2020 28th European Signal Processing Conference (EUSIPCO), 2021, Page(s) 1556-1560, ISBN 978-9-0827-9705-3
Éditeur: IEEE
DOI: 10.23919/eusipco47968.2020.9287649

On-Chip > 100 TMAC/sec Neuromorphic Photonics Turning into Reality

Auteurs: Totovic Angelina, Tsakyridis Apostolos, Giamougiannis George, Moralis-Pegios Miltos, Dabos George, Mourgias-Alexandris George, Pleros Nikolaos
Publié dans: Photonics in Switching and Computing 2021, 2021, ISBN 978-1-943580-99-6
Éditeur: Optica Publishing Group
DOI: 10.1364/psc.2021.m2b.2

Silicon Photonic Neuromorphic Computing with 16 GHz Input Data and Weight Update Line Rates

Auteurs: Tsakyridis Apostolos, Giamougiannis George, Mourgias-Alexandris George, Totovic Angelina, Dabos George, Passalis Nikolaos, Kirtas Manos, Tefas Anastasios, Moralis-Pegios Miltiadis, Pleros Nikolaos
Publié dans: 2022 Conference on Lasers and Electro-Optics (CLEO), 2022
Éditeur: IEEE

Compute with Light: Architectures, Technologies and Training Models for Neuromorphic Photonic Circuits

Auteurs: Pleros Nikolaos, Moralis-Pegios Miltiadis, Totovic Angelina, Dabos George, Tsakyridis Apostolos, Giamougiannis George, Mourgias-Alexandris George, Passalis Nikolaos, Kirtas Manos, Tefas Anastasios
Publié dans: 2021 European Conference on Optical Communication (ECOC), 2021, ISBN 978-1-6654-1150-9
Éditeur: IEEE
DOI: 10.1109/ecoc52684.2021.9606046

Optical Linear Operator with Optimal Fidelity

Auteurs: Tsakyridis Apostolos, Giamougiannis George, Totovic Angelina, Moralis-Pegios Miltiadis, Lazovsky David, Pleros Nikolaos
Publié dans: 2022 IEEE Photonics Conference (IPC), 2022, ISBN 978-1-6654-3488-1
Éditeur: IEEE
DOI: 10.1109/ipc53466.2022.9975645

All-optical recurrent neural network with sigmoid activation function

Auteurs: G. Mourgias-Alexandris, G. Dabos, N. Passalis, A. Tefas, A. Totovic, and N. Pleros
Publié dans: OFC 2020, 2020, ISBN 978-1-9435-8071-2
Éditeur: IEEE

Fidelity-Restorable Universal Linear Optics and Neuromorphic Photonics

Auteurs: Tsakyridis Apostolos, Giamougiannis George, Totovic Angelina, Moralis-Pegios Miltiadis, Pleros Nikolaos
Publié dans: 2022 Conference on Lasers and Electro-Optics (CLEO), 2022, ISBN 978-1-957171-05-0
Éditeur: Optica Publishing group
DOI: 10.1364/cleo_si.2022.sth5g.3

DDOS attack identification via a silicon photonic Deep Neural Network with 50 GHz input and weight update

Auteurs: Tsakyridis Apostolos, Giamougiannis George, Moralis-Pegios Miltiadis, Mourgias-Alexandris George, Totovic Angelina, Dabos George, Kirtas Manos, Passalis Nikolaos, Tefas Anastasios, Kalavrouziotis Dimitrios Syrivelis Dimitris, Bakopoulos Paraskevas, Mentovich Elad, Pleros Nikolaos
Publié dans: 2023 Optical Fiber Communications Conference and Exhibition (OFC), 2023, ISBN 979-8-3503-1229-4
Éditeur: IEEE
DOI: 10.1364/ofc.2023.w3g.1

Adaptive Initialization for Recurrent Photonic Networks using Sigmoidal Activations

Auteurs: Nikolaos Passalis, George Mourgias-Alexandris, Nikos Pleros, Anastasios Tefas
Publié dans: 2020 IEEE International Symposium on Circuits and Systems (ISCAS), 2020, Page(s) 1-5, ISBN 978-1-7281-3320-1
Éditeur: IEEE
DOI: 10.1109/iscas45731.2020.9181106

High-speed analog photonic computing with tiled matrix multiplication and dynamic precision capabilities for DNNs

Auteurs: Giamougiannis George, Tsakyridis Apostolos, Moralis-Pegios Miltiadis, Pappas Christos, Kirtas Manos, Passalis Nikolaos, Lazovsky David, Tefas Anastasios, Pleros Nikolaos
Publié dans: 2022 European Conference on Optical Communication (ECOC), 2022, ISBN 978-1-6654-7557-0
Éditeur: IEEE

Photonic Recurrent Neural Networks with Gating Circuit

Auteurs: Dabos George, Mourgias-Alexandris George, Totovic Angelina, Passalis Nikolaos, Tefas Anastasios, Pleros Nikolaos
Publié dans: 2020 Conference on Lasers and Electro-Optics (CLEO), 2020, ISBN 978-1-943580-76-7
Éditeur: IEEE
DOI: 10.1364/cleo_at.2020.jtu2c.8

Time-series classification with an all-optical recurrent neuron

Auteurs: Mourgias-Alexandris George, Passalis Nikolaos, Dabos George, Totovic Angelina, Tefas Anastasios, Pleros Nikolaos
Publié dans: 46th European Conference on Optical Communications 2020, 2021, ISBN 978-1-7281-7362-7
Éditeur: IEEE
DOI: 10.1109/ecoc48923.2020.9333208

Prospects for photonic implementations of neuromorphic devices and systems

Auteurs: B. J. Offrein, J. Geler-Kremer, J. Weiss, R. Dangel, P. Stark, A. Sharma, Stefan Abel, F. Horst
Publié dans: 2020 IEEE International Electron Devices Meeting (IEDM), 2020, Page(s) 7.4.1-7.4.4, ISBN 978-1-7281-8888-1
Éditeur: IEEE
DOI: 10.1109/iedm13553.2020.9371915

Femtojoule Technology Roadmap for TeraMAC Neuromorphic Photonic Accelerators

Auteurs: George Dabos, Angelina Totovic, Nikolaos Passalis, Anastasios Tefas, Nikos Pleros
Publié dans: 2020 IEEE Photonics Conference (IPC), 2020, Page(s) 1-2, ISBN 978-1-7281-5891-4
Éditeur: IEEE
DOI: 10.1109/ipc47351.2020.9252535

Silicon-integrated coherent neurons with 32GMAC/sec/axon compute line-rates using EAM-based input and weighting cells

Auteurs: Giamougiannis George, Tsakyridis Apostolos, Mourgias-Alexandris George, Moralis-Pegios Miltiadis, Totovic Angelina, Dabos George, Passalis Nikolaos, Kirtas Manos, Bamiedakis Nikos, Tefas Anastasios, Lazovsky David, Pleros Nikolaos
Publié dans: 2021 European Conference on Optical Communication (ECOC), 2021, ISBN 978-1-6654-1150-9
Éditeur: IEEE
DOI: 10.1109/ecoc52684.2021.9605987

Photonic Neuromorphic Computing: Architectures, Technologies, and Training Models

Auteurs: Moralis-Pegios Miltiadis, Totovic Angelina, Tsakyridis Apostolos, Giamougiannis George, Mourgias-Alexandris George, Passalis Nikolaos, Kirtas Manos, Tefas Anastasios, Pleros Nikolaos
Publié dans: 2022 Optical Fiber Communications Conference and Exhibition (OFC), 2022, ISBN 978-1-6654-7012-4
Éditeur: IEEE
DOI: 10.1364/ofc.2022.m1g.4

100 Gbit/s NRZ Data Modulation in Plasmonic Racetrack Modulators on the Silicon Photonic Platform

Auteurs: Messner, Andreas; id_orcid0000-0002-7849-9644; Baeuerle, Benedikt; Heni, Wolfgang; id_orcid0000-0003-0861-2530; De Leo, Eva; Winiger, Joel; Habegger, Patrick; Eppenberger, Marco; id_orcid0000-0001-9271-6863; Koch, Ueli; id_orcid0000-0001-8796-2146; Elder, Delwin L.; Dalton, Larry R.; Leuthold, Juerg; id_orcid0000-0003-0111-8169
Publié dans: 2020 European Conference on Optical Communications (ECOC), Numéro 4, 2020, ISBN 978-1-7281-7362-7
Éditeur: IEEE
DOI: 10.3929/ethz-b-000459799

A Silicon Photonic Coherent Neuron with 10GMAC/sec processing line-rate

Auteurs: Mourgias-Alexandris George, Moralis-Pegios Miltiadis, Simos Stelios, Dabos George, Passalis Nikolaos, Kirtas Manos, Rutirawut Teerapat, Gardes Frederic, Tefas Anastasios, Pleros Nikolaos
Publié dans: 2021 Optical Fiber Communications Conference and Exhibition (OFC), 2021, ISBN 978-1-6654-2938-2
Éditeur: IEEE
DOI: 10.1364/ofc.2021.tu5h.1

Programmable tanh- and ReLU-like Optoelectronic Activation Functions for Neuromorphic Photonic Circuits

Auteurs: Pappas Christos, Kovaios Stefanos, Moralis-Pegios Miltiadis, Tsakyridis Apostolos, Giamougiannis George, Van Kerrebrouck Joris, Coudyzer Gertjan, Yin Xin, Pleros Nikolaos
Publié dans: 2023 Optical Fiber Communications Conference and Exhibition (OFC), 2023, ISBN 979-8-3503-1229-4
Éditeur: IEEE
DOI: 10.1364/ofc.2023.m2j.3

25GMAC/sec/axon photonic neural networks with 7GHz bandwidth optics through channel response-aware training

Auteurs: Mourgias-Alexandris George, Tsakyridis Apostolos, Passalis Nikolaos, Kirtas Manos, Tefas Anastasios, Rutirawut Teerapat, Gardes Frederic, Pleros Nikolaos\, Moralis-Pegios Miltiadis
Publié dans: 2021 European Conference on Optical Communication (ECOC), 2021, ISBN 978-1-6654-1150-9
Éditeur: IEEE
DOI: 10.1109/ecoc52684.2021.9606097

Neuromorphic Silicon Photonics and Hardware-aware Deep Learning for HIgh-Speed Inference

Auteurs: Moralis-Pegios Miltiadis, Mourgias-Alexandris George, Tsakyridis Apostolos, Giamougiannis George, Totovic Angelina, Passalis Nikolaos, Kirtas Manos, Rutirawut T., Gardes F. Y., Tefas Anastasios Pleros Nikolaos
Publié dans: Journal of Lightwave Technology, 2022
Éditeur: IEEE
DOI: 10.1109/jlt.2022.3171831

Universal Linear Optics Revisited: New Perspectives for Neuromorphic Computing with Silicon Photonics

Auteurs: Giamougiannis George, Tsakyridis Apostolos, Moralis-Pegios Miltiadis, Totovic Angelina R., Kirtas Manos, Passalis Nikolaos, Tefas Anastasios, Lazovsky David, Pleros Nikolaos
Publié dans: IEEE Journal of Selected Topics in Quantum Electronics, 2022, ISSN 1077-260X
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstqe.2022.3228318

Broadband Metallic Fiber-to-Chip Couplers and a Low-Complexity Integrated Plasmonic Platform

Auteurs: Andreas Messner; Pascal A. Jud; Joel Winiger; Marco Eppenberger; Daniel Chelladurai; Wolfgang Heni; Benedikt Baeuerle; Ueli Koch; Ping Ma; Christian Haffner; Huajun Xu; Delwin L. Elder; Larry R. Dalton; Jasmin Smajic; Juerg Leuthold
Publié dans: Nano Letters, Numéro 5, 2021, ISSN 1530-6984
Éditeur: American Chemical Society
DOI: 10.3929/ethz-b-000493455

Programmable Tanh-, ELU-, Sigmoid-, and Sin-Based Nonlinear Activation Functions for Neuromorphic Photonics

Auteurs: Pappas Christos, Kovaios Stefanos, Moralis-Pegios Miltiadis, Tsakyridis Apostolos, Giamougiannis George, Kirtas Manos, Van Kerrebrouck Joris, Coudyzer Gertjan, Yin Xin, Passalis Nikolaos Tefas Anastasios, Pleros Nikolaos
Publié dans: IEEE Journal of Selected Topics in Quantum Electronics, 2023, ISSN 1077-260X
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstqe.2023.3277118

Neuromorphic photonic technologies and architectures: scaling opportunities and performance frontiers

Auteurs: Dabos George, Bellas Dimitris V., Stabile Ripalta, Moralis-Pegios Miltiadis, Giamougiannis George, Tsakyridis Apostolos, Totovic Angelina, Lidorikis Elefterios, Pleros Nikolaos
Publié dans: Optical Material Express, 2022
Éditeur: Optica Publishing Group
DOI: 10.1364/ome.452138

All-Optical WDM Recurrent Neural Networks With Gating

Auteurs: George Mourgias-Alexandris, George Dabos, Nikolaos Passalis, Angelina Totovic, Anastasios Tefas, Nikos Pleros
Publié dans: IEEE Journal of Selected Topics in Quantum Electronics, Numéro 26/5, 2020, Page(s) 1-7, ISSN 1077-260X
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstqe.2020.2995830

Neuromorphic Photonics With Coherent Linear Neurons Using Dual-IQ Modulation Cells

Auteurs: George Mourgias-Alexandris, Angelina Totovic, Apostolos Tsakyridis, Nikolaos Passalis, Konstantinos Vyrsokinos, Anastasios Tefas, Nikos Pleros
Publié dans: Journal of Lightwave Technology, Numéro 38/4, 2020, Page(s) 811-819, ISSN 0733-8724
Éditeur: Optical Society of America
DOI: 10.1109/jlt.2019.2949133

Mixed-precision quantization-aware training for photonic neural networks

Auteurs: Kirtas Manos, Passalis Nikolaos, Oikonomou Athina, Moralis-Pegios Miltos, Giamougiannis George, Tsakyridis Apostolos, Mourgias-Alexandris George, Pleros Nikolaos, Tefas Anastasios
Publié dans: Neural Computing & Applications, 2023
Éditeur: Springer Link
DOI: 10.1007/s00521-023-08848-8

Neuromorphic photonics: 2D or not 2D?

Auteurs: R. Stabile, G. Dabos, C. Vagionas, B. Shi, N. Calabretta, N. Pleros
Publié dans: Journal of Applied Physics, Numéro 129/20, 2021, Page(s) 200901, ISSN 0021-8979
Éditeur: American Institute of Physics
DOI: 10.1063/5.0047946

Analog nanophotonic computing going practical: silicon photonic deep learning engines for tiled optical matrix multiplication with dynamic precision

Auteurs: Giamougiannis George, Tsakyridis Apostolos, Moralis-Pegios Miltiadis, Pappas Christos, Kirtas Manos, Passalis Nikolaos, Lazovsky David, Tefas Anastasios, Pleros Nikolaos
Publié dans: Nanophotonics, 2023
Éditeur: De Gruyter
DOI: 10.1515/nanoph-2022-0423

Timescale dependent sign of amorphous titanium dioxide thermo-optic coefficient

Auteurs: Weeber, Jean-Claude and Andrieux, Aurore and Gourier, Marie-Maxime and Arocas, Juan and Markey, Laurent and Hammani, Kamal and Bouhelier, Alexandre and Bellas, Dimitris V and Lidorikis, Elefterios and Pleros, Nikos
Publié dans: Optical Materials Express, 2023, Page(s) 2882-2894, ISSN 2159-3930
Éditeur: Optical Society of America
DOI: 10.1364/ome.496559

Generalized Mach Zehnder interferometers integrated on Si3N4 waveguide platform

Auteurs: Kovaios Stefanos, Tsakyridis Apostolos, Giamougiannis George, Fotiadis Konstantinos, Sacchetto Davide, Zervas Michael, Moralis-Pegios Miltiadis, Pleros Nikos
Publié dans: IEEE Journal of Selected Topics in Quantum Electronics, 2023, ISSN 1077-260X
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstqe.2023.3281411

Femtojoule per MAC Neuromorphic Photonics: An Energy and Technology Roadmap

Auteurs: Angelina R. Totovic, George Dabos, Nikolaos Passalis, Anastasios Tefas, Nikos Pleros
Publié dans: IEEE Journal of Selected Topics in Quantum Electronics, Numéro 26/5, 2020, Page(s) 1-15, ISSN 1077-260X
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstqe.2020.2975579

Designs of Silicon Nitride Slot Waveguide Modulators With Electro-Optic Polymer and the Effect of Induced Charges in Si-Substrate on Their Performance

Auteurs: Teerapat Rutirawut, Wanvisa Talataisong, Frederic Y. Gardes
Publié dans: IEEE Photonics Journal, Numéro 13/2, 2021, Page(s) 1-15, ISSN 1943-0655
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jphot.2021.3059276

Towards low loss non-volatile phase change materials in mid index waveguides

Auteurs: Joaquin Faneca, Ioannis Zeimpekis, S T Ilie, Thalía Domínguez Bucio, Katarzyna Grabska, Daniel W Hewak, Frederic Y Gardes
Publié dans: Neuromorphic Computing and Engineering, Numéro 1/1, 2021, Page(s) 014004, ISSN 2331-8422
Éditeur: ArXiv.org
DOI: 10.1088/2634-4386/ac156e

Neuromorphic silicon photonics with 50 GHz tiled matrix multiplication for deep-learning applications

Auteurs: Giamougiannis George, Tsakyridis Apostolos, Moralis-Pegios Miltiadis, Mourgias-Alexandris George, Totovic Angelina R., Dabos George, Kirtas Manos, Passalis Nikolaos, Tefas Anastasios, Kalavrouziotis Dimitrios Syrivelis Dimitris, Bakopoulos Paraskevas, Mentovich Elad, Lazovski David, Pleros Nikolaos
Publié dans: Advanced Photonics, 2023
Éditeur: SPIE
DOI: 10.1117/1.ap.5.1.016004

A Photonic Recurrent Neuron for Time-Series Classification

Auteurs: George Mourgias-Alexandris, Nikolaos Passalis, George Dabos, Angelina Totovic, Anastasios Tefas, Nikos Pleros
Publié dans: Journal of Lightwave Technology, Numéro 39/5, 2021, Page(s) 1340-1347, ISSN 0733-8724
Éditeur: Optical Society of America
DOI: 10.1109/jlt.2020.3038890

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