Functionally scaled computing technology: From novel devices to non-von Neumann architectures and algorithms for a connected intelligent world

Informations projet

Fun-COMP

N° de convention de subvention: 780848

DOI 10.3030/780848

Projet clôturé

Date de signature de la CE 23 Novembre 2017

Date de début 1 Mars 2018

Date de fin 31 Août 2022

Financé au titre de

• INDUSTRIAL LEADERSHIP - Leadership in enabling and industrial technologies - Information and Communication Technologies (ICT)

Coût total € 3 996 951,25

Contribution de l’UE € 3 996 951,25

Coordonné par

THE UNIVERSITY OF EXETER
United Kingdom

Livrables

Demonstrators, pilots, prototypes (2)

Hardware demonstrator for computing-in-memory using N-vN device arrays

D4.2 Hardware demonstrator for computing-in-memory using N-vN device arrays (M40)

Hardware demonstrator consisting of a photonic RC network incorporating phase-change elements and with self-learning Hebbian capabilities

D3.2 Hardware demonstrator consisting of a photonic RC network incorporating phase-change elements and with self-learning Hebbian capabilities (M42)

Websites, patent fillings, videos etc. (8)

Second cross-disciplinary training session and associated training webinars/videos

D5.8 Second cross-disciplinary training session and associated training webinars/videos (M18)

Website for access by general public made live

D5.1 Website for access by general public made live (M2)

Web-based report and animations of N-vN device simulations

D1.5 Web-based report and animations of N-vN device simulations (selected results from T1.5 hosted on public pages of project website) (M18)

Final event

D511 Final communication and dissemination event M45

Open technology workshop

D510 Open technology workshop M26

Open-source design kit online

D5.9 Open-source design kit online (M24)

Article published in popular scientific/technical magazine/website

D5.4 Article published in popular scientific/technical magazine/website (M18)

First cross-disciplinary training session and associated training webinars/videos

D5.7 First cross-disciplinary training session and associated training webinars/videos (M9)

Documents, reports (8)

Mixed-precision memcomputing: A new approach for fast energy-efficient computation

D4.4 Mixed-precision memcomputing: A new approach for fast energy-efficient computation (public report covering concepts and general findings from T4.2) (M30)

Report on fabrication and performance of first-generation basic N-vN unit-cell devices

D1.1 Report on fabrication and performance of first-generation basic N-vN unit-cell devices (web-hosted public report covering concepts and general results from T1.1) (M9)

Public summary of mid-project results

D5.2 Public summary of mid-project results (M24)

Report on concepts of, and fabrication methods for, N-vN cell arrays from T2.1 and T2.2) (M24)

D2.1 Report on concepts of, and fabrication methods for, N-vN cell arrays (web-hosted public report covering concepts and general results from T2.1 and T2.2) (M24)

A new approach to reservoir computing

D3.1 A new approach to reservoir computing (public report covering concepts and general findings) (M30)

Public summary of end-of-project results

D53 Public summary of endofproject results M48

Extended unit-cell with WDM capability demonstrated

D1.2 Extended unit-cell with WDM capability demonstrated (web-hosted public report covering concepts and general results from T1.2) (M18)

Correlations in big-data extracted using computing in memory

D4.1 Correlations in big-data extracted using computing in memory approaches (public report covering concepts and general findings from T4.1) (M30)

Publications

Conference proceedings (12)

Sub-wavelength plasmonic-enhanced phase-change memory

Auteurs: Emanuele Gemo, Santiago García-Cuevas Carrillo, Joaquin Faneca, Carlota Ruíz de Galarreta, Hasan Hayat, Nathan Youngblood, Anna Baldycheva, Wolfram H. P. Pernice, Harish Bhaskaran, C. David Wright
Publié dans: Photonic and Phononic Properties of Engineered Nanostructures X, Numéro 112891E, 2020, Page(s) 50, ISBN 9781510633421
Éditeur: SPIE
DOI: 10.1117/12.2546031

Neuromorphic information processing using silicon photonics

Auteurs: Peter Bienstman, Joni Dambre, Andrew Katumba, Matthias Freiberger, Floris Laporte, Alessio Lugnan, Stijn Sackesyn, Chonghuai Ma
Publié dans: Proceedings Volume 11081, Active Photonic Platforms XI, Numéro 5 September 2019, 2019, Page(s) 110811i
Éditeur: SPIE
DOI: 10.1117/12.2524707

Silicon Photonics Neuromorphic Computing and its Application to Telecommunications (Invited)

Auteurs: Andrew Katumba, Xin Yin, Joni Dambre, Peter Bienstman
Publié dans: 2018 European Conference on Optical Communication (ECOC), Numéro 2018, 2018, Page(s) 1-3, ISBN 978-1-5386-4862-9
Éditeur: IEEE
DOI: 10.1109/ecoc.2018.8535262

Realization of functional nanophotonic circuits by hybrid 2D-3D integration

Auteurs: Wolfram H. P. Pernice
Publié dans: Proc. SPIE 11292, Advanced Fabrication Technologies for Micro/Nano Optics and Photonics XIII, 2020, Page(s) 112920L
Éditeur: SPIE
DOI: 10.1117/12.2545593

Artificial photonic neural networks

Auteurs: Wolfram H. P. Pernice
Publié dans: Proceedings Volume 11284, Smart Photonic and Optoelectronic Integrated Circuits XXII, 2020, Page(s) 1128409
Éditeur: SPIE
DOI: 10.1117/12.2545601

On-chip Phase Change Optical Matrix Multiplication Core

Auteurs: Xuan Li, Nathan Youngblood, Wen Zhou, Johannes Feldmann, Jacob Swett, Samarth Aggarwal, A. Sebastian, C. David Wright, Wolfram Pernice, Harish Bhaskaran
Publié dans: 2020 IEEE International Electron Devices Meeting (IEDM), 2020, Page(s) 7.5.1-7.5.4, ISBN 978-1-7281-8888-1
Éditeur: IEEE
DOI: 10.1109/iedm13553.2020.9372052

Integrated photonic delay-lasers for reservoir computing

Auteurs: Guy Van der Sande, Krishan Harkhoe, Andrew Katumba, Peter Bienstman, Guy Verschaffelt
Publié dans: Physics and Simulation of Optoelectronic Devices XXVIII, Numéro 112740D, 2020, Page(s) 11, ISBN 9781510633124
Éditeur: SPIE
DOI: 10.1117/12.2550576

Silicon Photonics Reservoir Computing at 32 Gbit/S

Auteurs: Peter Bienstman, Joni Dambre, Andrew Katumba, Matthias Freiberger, Floris Laporte, Alessio Lugnan, Stijn Sackesyn, Chonghuai Ma, Emmanuel Gooskens
Publié dans: 5th Workshop on Dynamical Systems and Brain-Inspired Information Processing, Numéro 29-31 July, 2019, 2019
Éditeur: www.gsds.uni-konstanz.de

Stable and Repeatable Multilevel Storage Using Phase Change Photonics

Auteurs: Xuan Li, Nathan Youngblood, Carlos A. Ríos Ocampo, Zengguang Cheng, Wolfram Pernice, C. David Wright and Harish Bhaskaran
Publié dans: MRS Fall Meeting and Exhibit, November 25-30, 2018, Numéro 2018, 2018, Page(s) Novel Photonic and Plasmonic Materials Enabling New Functionalities 04.07.09
Éditeur: Materials Research Society

Integrated Phase-change Photonics: A Strategy for Merging Communication and Computing

Auteurs: C David Wright, Harish Bhaskaran, Wolfram. H. P. Pernice, Santiago G-C Carrillo, Emanuele Gemo, Anna Baldycheva, Zengguang Cheng, Xuan Li, Carlos Rios, Nathan Youngblood, Johannes Feldmann, Nico Gruhler, Matthias Stegmaier
Publié dans: Optical Fiber Communication Conference (OFC) 2019, Numéro 2019, 2019, Page(s) M1D.3, ISBN 978-1-943580-53-8
Éditeur: OSA
DOI: 10.1364/ofc.2019.m1d.3

In-memory computing using electrical and photonic memory devices

Auteurs: Abu Sebastian
Publié dans: 2019 Conference on Lasers and Electro-Optics Europe & European Quantum Electronics Conference (CLEO/Europe-EQEC), Numéro 23-27 June 2019, 2019, Page(s) JSI-1.1, ISBN 978-1-7281-0469-0
Éditeur: IEEE
DOI: 10.1109/cleoe-eqec.2019.8871822

Photontorch: Simulation and Optimization of Large Photonic Circuits Using the Deep Learning Framework PyTorch

Auteurs: Floris Laporte, Joni Dambre, Peter Bienstman
Publié dans: 2019 IEEE Photonics Society Summer Topical Meeting Series (SUM), Numéro 2019, 2019, Page(s) 1-2, ISBN 978-1-7281-0597-0
Éditeur: IEEE
DOI: 10.1109/phosst.2019.8794941

Peer reviewed articles (29)

Experimental investigation of silicon and silicon nitride platforms for phase-change photonic in-memory computing

Auteurs: Xuan Li, Nathan Youngblood, Zengguang Cheng, Santiago Garcia-Cuevas Carrillo, Emanuele Gemo, Wolfram H. P. Pernice, C. David Wright, Harish Bhaskaran
Publié dans: Optica, Numéro 7/3, 2020, Page(s) 218, ISSN 2334-2536
Éditeur: OSA Publishing
DOI: 10.1364/optica.379228

A plasmonically enhanced route to faster and more energy-efficient phase-change integrated photonic memory and computing devices

Auteurs: E. Gemo, J. Faneca, S. G.-C. Carrillo, A. Baldycheva, W. H. P. Pernice, H. Bhaskaran, C. D. Wright
Publié dans: Journal of Applied Physics, Numéro 129/11, 2021, Page(s) 110902, ISSN 0021-8979
Éditeur: American Institute of Physics
DOI: 10.1063/5.0042962

Behavioral modeling of integrated phase-change photonic devices for neuromorphic computing applications

Auteurs: Santiago G.-C. Carrillo, Emanuele Gemo, Xuan Li, Nathan Youngblood, Andrew Katumba, Peter Bienstman, Wolfram Pernice, Harish Bhaskaran, C. David Wright
Publié dans: APL Materials, Numéro 7/9, 2019, Page(s) 091113, ISSN 2166-532X
Éditeur: AIP
DOI: 10.1063/1.5111840

Performance characteristics of phase-change integrated silicon nitride photonic devices in the O and C telecommunications bands

Auteurs: Joaquin Faneca, Santiago Garcia-Cuevas Carrillo, Emanuele Gemo, Carlota Ruiz de Galarreta, Thalía Domínguez Bucio, Frederic Y. Gardes, Harish Bhaskaran, Wolfram H. P. Pernice, C. David Wright, Anna Baldycheva
Publié dans: Optical Materials Express, Numéro 10/8, 2020, Page(s) 1778, ISSN 2159-3930
Éditeur: Optical Society of America
DOI: 10.1364/ome.10.001778

Integrated phase-change photonic devices and systems

Auteurs: C. David Wright, Harish Bhaskaran, Wolfram H.P. Pernice
Publié dans: MRS Bulletin, Numéro 44/09, 2019, Page(s) 721-727, ISSN 0883-7694
Éditeur: Materials Research Society
DOI: 10.1557/mrs.2019.203

Photonic neuromorphic information processing and reservoir computing

Auteurs: A. Lugnan, A. Katumba, F. Laporte, M. Freiberger, S. Sackesyn, C. Ma, E. Gooskens, J. Dambre, P. Bienstman
Publié dans: APL Photonics, Numéro 5/2, 2020, Page(s) 020901, ISSN 2378-0967
Éditeur: AIP
DOI: 10.1063/1.5129762

Parallel convolutional processing using an integrated photonic tensor core

Auteurs: J. Feldmann, N. Youngblood, M. Karpov, H. Gehring, X. Li, M. Stappers, M. Le Gallo, X. Fu, A. Lukashchuk, A. S. Raja, J. Liu, C. D. Wright, A. Sebastian, T. J. Kippenberg, W. H. P. Pernice, H. Bhaskaran
Publié dans: Nature, Numéro 589/7840, 2021, Page(s) 52-58, ISSN 0028-0836
Éditeur: Nature Publishing Group
DOI: 10.1038/s41586-020-03070-1

Addressing limited weight resolution in a fully optical neuromorphic reservoir computing readout

Auteurs: Chonghuai Ma, Floris Laporte, Joni Dambre, Peter Bienstman
Publié dans: Scientific Reports, Numéro 11/1, 2021, ISSN 2045-2322
Éditeur: Nature Publishing Group
DOI: 10.1038/s41598-021-82720-4

Simple technique for determining the refractive index of phase-change materials using near-infrared reflectometry

Auteurs: E. Gemo, S. V. Kesava, C. Ruiz De Galarreta, L. Trimby, S. García-Cuevas Carrillo, M. Riede, A. Baldycheva, A. Alexeev, C. D. Wright
Publié dans: Optical Materials Express, Numéro 10/7, 2020, Page(s) 1675, ISSN 2159-3930
Éditeur: Optical Society of America
DOI: 10.1364/ome.395353

Roadmap on emerging hardware and technology for machine learning

Auteurs: Karl Berggren, Qiangfei Xia, Konstantin K Likharev, Dmitri B Strukov, Hao Jiang, Thomas Mikolajick, Damien Querlioz, Martin Salinga, John R Erickson, Shuang Pi, Feng Xiong, Peng Lin, Can Li, Yu Chen, Shisheng Xiong, Brian D Hoskins, Matthew W Daniels, Advait Madhavan, James A Liddle, Jabez J McClelland, Yuchao Yang, Jennifer Rupp, Stephen S Nonnenmann, Kwang-Ting Cheng, Nanbo Gong, Miguel Angel La
Publié dans: Nanotechnology, Numéro 32/1, 2021, Page(s) 012002, ISSN 0957-4484
Éditeur: Institute of Physics Publishing
DOI: 10.1088/1361-6528/aba70f

Phase-change memtransistive synapses for mixed-plasticity neural computations

Auteurs: Syed Ghazi Sarwat , Benedikt Kersting, Timoleon Moraitis , Vara Prasad Jonnalagadda and Abu Sebastian
Publié dans: Nature Nanotechnology, 2022, ISSN 1748-3387
Éditeur: Nature Publishing Group
DOI: 10.1038/s41565-022-01095-3

Demonstrating delay-based reservoir computing using a compact photonic integrated chip

Auteurs: Krishan Harkhoe, Guy Verschaffelt, Andrew Katumba, Peter Bienstman, Guy Van der Sande
Publié dans: Optics Express, Numéro 28/3, 2020, Page(s) 3086, ISSN 1094-4087
Éditeur: Optical Society of America
DOI: 10.1364/oe.382556

Integrated 256 Cell Photonic Phase-Change Memory With 512-Bit Capacity

Auteurs: Johannes Feldmann, Nathan Youngblood, Xuan Li, C. David Wright, Harish Bhaskaran, Wolfram H. P. Pernice
Publié dans: IEEE Journal of Selected Topics in Quantum Electronics, Numéro 26/2, 2020, Page(s) 1-7, ISSN 1077-260X
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstqe.2019.2956871

Fully embedded photonic crystal cavity with Q=06 million fabricated within a full-process CMOS multiproject wafer

Auteurs: Delphin Dodane, Jérôme Bourderionnet, Sylvain Combrié, Alfredo de Rossi
Publié dans: Optics Express, Numéro 26/16, 2018, Page(s) 20868, ISSN 1094-4087
Éditeur: Optical Society of America
DOI: 10.1364/oe.26.020868

Controlled switching of phase-change materials by evanescent-field coupling in integrated photonics [Invited]

Auteurs: Carlos Rios, Matthias Stegmaier, Zengguang Cheng, Nathan Youngblood, C. David Wright, Wolfram H. P. Pernice, Harish Bhaskaran
Publié dans: Optical Materials Express, Numéro 8/9, 2018, Page(s) 2455, ISSN 2159-3930
Éditeur: Optical Society of America
DOI: 10.1364/ome.8.002455

Device-Level Photonic Memories and Logic Applications Using Phase-Change Materials

Auteurs: Zengguang Cheng, Carlos Ríos, Nathan Youngblood, C. David Wright, Wolfram H. P. Pernice, Harish Bhaskaran
Publié dans: Advanced Materials, Numéro 30/32, 2018, Page(s) 1802435, ISSN 0935-9648
Éditeur: United Nations Industrial Developement Organization
DOI: 10.1002/adma.201802435

A Neuromorphic Silicon Photonics Nonlinear Equalizer For Optical Communications With Intensity Modulation and Direct Detection

Auteurs: Andrew Katumba, Xin Yin, Joni Dambre, Peter Bienstman
Publié dans: Journal of Lightwave Technology, Numéro 37/10, 2019, Page(s) 2232-2239, ISSN 0733-8724
Éditeur: Optical Society of America
DOI: 10.1109/jlt.2019.2900568

Reconfigurable Nanophotonic Cavities with Nonvolatile Response

Auteurs: Jan von Keitz, Johannes Feldmann, Nico Gruhler, Carlos Ríos, C. David Wright, Harish Bhaskaran, Wolfram H. P. Pernice
Publié dans: ACS Photonics, Numéro 5/11, 2018, Page(s) 4644-4649, ISSN 2330-4022
Éditeur: American Chemical Society
DOI: 10.1021/acsphotonics.8b01127

Engineering Interface-Dependent Photoconductivity in Ge 2 Sb 2 Te 5 Nanoscale Devices

Auteurs: Syed Ghazi Sarwat, Nathan Youngblood, Yat-Yin Au, Jan A. Mol, C. David Wright, Harish Bhaskaran
Publié dans: ACS Applied Materials & Interfaces, Numéro 10/51, 2018, Page(s) 44906-44914, ISSN 1944-8244
Éditeur: American Chemical Society
DOI: 10.1021/acsami.8b17602

Fast and reliable storage using a 5  bit, nonvolatile photonic memory cell

Auteurs: Xuan Li, Nathan Youngblood, Carlos Ríos, Zengguang Cheng, C. David Wright, Wolfram HP Pernice, Harish Bhaskaran
Publié dans: Optica, Numéro 6/1, 2019, Page(s) 1, ISSN 2334-2536
Éditeur: Wiley
DOI: 10.1364/optica.6.000001

In-memory computing on a photonic platform

Auteurs: Carlos Ríos, Nathan Youngblood, Zengguang Cheng, Manuel Le Gallo, Wolfram H. P. Pernice, C. David Wright, Abu Sebastian, Harish Bhaskaran
Publié dans: Science Advances, Numéro 5/2, 2019, Page(s) eaau5759, ISSN 2375-2548
Éditeur: AAAS
DOI: 10.1126/sciadv.aau5759

Tunable Volatility of Ge 2 Sb 2 Te 5 in Integrated Photonics

Auteurs: Nathan Youngblood, Carlos Ríos, Emanuele Gemo, Johannes Feldmann, Zengguang Cheng, Anna Baldycheva, Wolfram HP Pernice, C. David Wright, Harish Bhaskaran
Publié dans: Advanced Functional Materials, Numéro 29/11, 2019, Page(s) 1807571, ISSN 1616-301X
Éditeur: John Wiley & Sons Ltd.
DOI: 10.1002/adfm.201807571

Plasmonically-enhanced all-optical integrated phase-change memory

Auteurs: Emanuele Gemo, Santiago Garcia-Cuevas Carrillo, Carlota Ruiz De Galarreta, Anna Baldycheva, Hasan Hayat, Nathan Youngblood, Harish Bhaskaran, Wolfram H. P. Pernice, C. David Wright
Publié dans: Optics Express, Numéro 27/17, 2019, Page(s) 24724, ISSN 1094-4087
Éditeur: Optical Society of America
DOI: 10.1364/oe.27.024724

Highly parallel simulation and optimization of photonic circuits in time and frequency domain based on the deep-learning framework PyTorch

Auteurs: Floris Laporte, Joni Dambre, Peter Bienstman
Publié dans: Scientific Reports, Numéro 9/1, 2019, ISSN 2045-2322
Éditeur: Nature Publishing Group
DOI: 10.1038/s41598-019-42408-2

Strong Opto-Structural Coupling in Low Dimensional GeSe 3 Films

Auteurs: Syed Ghazi Sarwat, Zengguang Cheng, Nathan Youngblood, Mohd Sharizal Alias, Sapna Sinha, Jamie Warner, Harish Bhaskaran
Publié dans: Nano Letters, Numéro 19/10, 2019, Page(s) 7377-7384, ISSN 1530-6984
Éditeur: American Chemical Society
DOI: 10.1021/acs.nanolett.9b03039

All-optical spiking neurosynaptic networks with self-learning capabilities

Auteurs: J. Feldmann, N. Youngblood, C. D. Wright, H. Bhaskaran, W. H. P. Pernice
Publié dans: Nature, Numéro 569/7755, 2019, Page(s) 208-214, ISSN 0028-0836
Éditeur: Nature Publishing Group
DOI: 10.1038/s41586-019-1157-8

Plasmonic nanogap enhanced phase-change devices with dual electrical-optical functionality

Auteurs: Nikolaos Farmakidis, Nathan Youngblood, Xuan Li, James Tan, Jacob L. Swett, Zengguang Cheng, C. David Wright, Wolfram H. P. Pernice, Harish Bhaskaran
Publié dans: Science Advances, Numéro 5/11, 2019, Page(s) eaaw2687, ISSN 2375-2548
Éditeur: AAAS
DOI: 10.1126/sciadv.aaw2687

Dynamics of mode-locked nanolasers based on Hermite-Gaussian modes

Auteurs: Yifan Sun, Sylvain Combrié, Alfredo De Rossi, Fabien Bretenaker
Publié dans: Physical Review A, Numéro 102/4, 2020, Page(s) 043503, ISSN 2469-9926
Éditeur: American Physical Society
DOI: 10.1103/physreva.102.043503

Reconfigurable Nanophotonic Circuitry Enabled by Direct-Laser-Writing

Auteurs: Helge Gehring, Matthias Blaicher, Thomas Grottke, Wolfram H. P. Pernice
Publié dans: IEEE Journal of Selected Topics in Quantum Electronics, Numéro 26/5, 2020, Page(s) 1-5, ISSN 1077-260X
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstqe.2020.3004278

Droits de propriété intellectuelle

Patent (2)

ORIFICE-COMPRISING MODE-LOCKED LASER AND ASSOCIATED OPTICAL COMPONENT

Numéro de demande/publication: 20 799717
Date: 2020-11-04

ORIFICE-COMPRISING MODE-LOCKED LASER AND ASSOCIATED OPTICAL COMPONENT

Numéro de demande/publication: 20 799717
Date: 2020-11-04