PHotonic REServoir COmputing

Project Information

PHRESCO

Grant agreement ID: 688579

DOI 10.3030/688579

Project closed

EC signature date 7 October 2015

Start date 1 November 2015

End date 31 October 2019

Funded under

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

Total cost € 3 443 592,50

EU contribution € 2 444 512,00

Coordinated by

KATHOLIEKE UNIVERSITEIT LEUVEN
Belgium

Deliverables

Documents, reports (1)

Dissemination Report

Websites, patent fillings, videos etc. (2)

Project newsletters and posters
Project Website and project leaflets

Publications

Peer reviewed articles (18)

Experimental demonstration of a tunable transverse electric pass polarizer based on hybrid VO 2 /silicon technology

Author(s): Luis David Sánchez, Irene Olivares, Jorge Parra, Mariela Menghini, Pía Homm, Jean-Pierre Locquet, Pablo Sanchis
Published in: Optics Letters, Issue 43/15, 2018, Page(s) 3650, ISSN 0146-9592
Publisher: Optical Society of America
DOI: 10.1364/ol.43.003650

Optical switching in hybrid VO 2 /Si waveguides thermally triggered by lateral microheaters

Author(s): Irene Olivares, Luis Sánchez, Jorge Parra, Roberto Larrea, Amadeu Griol, Mariela Menghini, Pía Homm, Lee-Woon Jang, Bart van Bilzen, Jin Won Seo, Jean-Pierre Locquet, Pablo Sanchis
Published in: Optics Express, Issue 26/10, 2018, Page(s) 12387, ISSN 1094-4087
Publisher: Optical Society of America
DOI: 10.1364/oe.26.012387

Low-Loss Photonic Reservoir Computing with Multimode Photonic Integrated Circuits

Author(s): Andrew Katumba, Jelle Heyvaert, Bendix Schneider, Sarah Uvin, Joni Dambre, Peter Bienstman
Published in: Scientific Reports, Issue 8/1, 2018, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-018-21011-x

All-Optical Reservoir Computing on a Photonic Chip Using Silicon-Based Ring Resonators

Author(s): Florian Denis-Le Coarer, Marc Sciamanna, Andrew Katumba, Matthias Freiberger, Joni Dambre, Peter Bienstman, Damien Rontani
Published in: IEEE Journal of Selected Topics in Quantum Electronics, Issue 24/6, 2018, Page(s) 1-8, ISSN 1077-260X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/JSTQE.2018.2836985

Numerical demonstration of neuromorphic computing with photonic crystal cavities

Author(s): Floris Laporte, Andrew Katumba, Joni Dambre, Peter Bienstman
Published in: Optics Express, Issue 26/7, 2018, Page(s) 7955, ISSN 1094-4087
Publisher: Optical Society of America
DOI: 10.1364/oe.26.007955

Integrated pillar scatterers for speeding up classification of cell holograms

Author(s): Alessio Lugnan, Joni Dambre, Peter Bienstman
Published in: Optics Express, Issue 25/24, 2017, Page(s) 30526, ISSN 1094-4087
Publisher: Optical Society of America
DOI: 10.1364/oe.25.030526

A Multiple-Input Strategy to Efficient Integrated Photonic Reservoir Computing

Author(s): Andrew Katumba, Matthias Freiberger, Peter Bienstman, Joni Dambre
Published in: Cognitive Computation, Issue 9/3, 2017, Page(s) 307-314, ISSN 1866-9956
Publisher: Springer Verlag
DOI: 10.1007/s12559-017-9465-5

Large Pockels effect in micro- and nanostructured barium titanate integrated on silicon

Author(s): Stefan Abel, Felix Eltes, J. Elliott Ortmann, Andreas Messner, Pau Castera, Tino Wagner, Darius Urbonas, Alvaro Rosa, Ana M. Gutierrez, Domenico Tulli, Ping Ma, Benedikt Baeuerle, Arne Josten, Wolfgang Heni, Daniele Caimi, Lukas Czornomaz, Alexander A. Demkov, Juerg Leuthold, Pablo Sanchis, Jean Fompeyrine
Published in: Nature Materials, Issue 18/1, 2019, Page(s) 42-47, ISSN 1476-1122
Publisher: Nature Publishing Group
DOI: 10.1038/s41563-018-0208-0

Training Passive Photonic Reservoirs With Integrated Optical Readout

Author(s): Matthias Freiberger, Andrew Katumba, Peter Bienstman, Joni Dambre
Published in: IEEE Transactions on Neural Networks and Learning Systems, 2018, Page(s) 1-11, ISSN 2162-237X
Publisher: IEEE Computational Intelligence Society
DOI: 10.1109/TNNLS.2018.2874571

Neuromorphic Computing Based on Silicon Photonics and Reservoir Computing

Author(s): Andrew Katumba, Matthias Freiberger, Floris Laporte, Alessio Lugnan, Stijn Sackesyn, Chonghuai Ma, Joni Dambre, Peter Bienstman
Published in: IEEE Journal of Selected Topics in Quantum Electronics, Issue 24/6, 2018, Page(s) 1-10, ISSN 1077-260X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstqe.2018.2821843

Early-stage dynamics of metallic droplets embedded in the nanotextured Mott insulating phase of V 2 O 3

Author(s): A. Ronchi, P. Homm, M. Menghini, P. Franceschini, F. Maccherozzi, F. Banfi, G. Ferrini, F. Cilento, F. Parmigiani, S. S. Dhesi, M. Fabrizio, J.-P. Locquet, C. Giannetti
Published in: Physical Review B, Issue 100/7, 2019, ISSN 2469-9950
Publisher: Phys. Rev. B
DOI: 10.1103/physrevb.100.075111

A BaTiO 3 -Based Electro-Optic Pockels Modulator Monolithically Integrated on an Advanced Silicon Photonics Platform

Author(s): Felix Eltes, Christian Mai, Daniele Caimi, Marcel Kroh, Youri Popoff, Georg Winzer, Despoina Petousi, Stefan Lischke, J. Elliott Ortmann, Lukas Czornomaz, Lars Zimmermann, Jean Fompeyrine, Stefan Abel
Published in: Journal of Lightwave Technology, Issue 37/5, 2019, Page(s) 1456-1462, ISSN 0733-8724
Publisher: Optical Society of America
DOI: 10.1109/jlt.2019.2893500

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

Author(s): Andrew Katumba, Xin Yin, Joni Dambre, Peter Bienstman
Published in: Journal of Lightwave Technology, Issue 37/10, 2019, Page(s) 2232-2239, ISSN 0733-8724
Publisher: Optical Society of America
DOI: 10.1109/jlt.2019.2900568

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

Author(s): Floris Laporte, Joni Dambre, Peter Bienstman
Published in: Scientific Reports, Issue 9/1, 2019, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-019-42408-2

Microstructure and ferroelectricity of BaTiO 3 thin films on Si for integrated photonics

Author(s): Kristy J Kormondy, Youri Popoff, Marilyne Sousa, Felix Eltes, Daniele Caimi, Marta D Rossell, Manfred Fiebig, Patrik Hoffmann, Chiara Marchiori, Michael Reinke, Morgan Trassin, Alexander A Demkov, Jean Fompeyrine, Stefan Abel
Published in: Nanotechnology, Issue 28/7, 2017, Page(s) 075706, ISSN 0957-4484
Publisher: Institute of Physics Publishing
DOI: 10.1088/1361-6528/aa53c2

Parametric Characterization of Self-Heating in Depletion-Type Si Micro-Ring Modulators

Author(s): Myung Jin Shin, Yoojin Ban, Byung-Min Yu, Jinsoo Rhim, Lars Zimmermann, Woo-Young Choi
Published in: IEEE Journal of Selected Topics in Quantum Electronics, Issue 22/6, 2016, Page(s) 116-122, ISSN 1077-260X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstqe.2016.2560149

Influence of Dynamic Power Dissipation on Si MRM Modulation Characteristics

Author(s): B.-M. Yu, M. Shin, M.-H. Kim, L. Zimmermann, W.-Y. Choi
Published in: Chinese Optics Letters, Issue 15(7), 2017, Page(s) 071301-1 - 071301-4, ISSN 1671-7694
Publisher: Zhongguo Kexue Zazhishe/Science in China Press

Low Temperature Epitaxial Barium Titanate Thin Film Growth in High Vacuum CVD

Author(s): Michael Reinke, Yury Kuzminykh, Felix Eltes, Stefan Abel, Thomas LaGrange, Antonia Neels, Jean Fompeyrine, Patrik Hoffmann
Published in: Advanced Materials Interfaces, Issue 18, 2017, Page(s) 1700116, ISSN 2196-7350
Publisher: Advanced Materials Interfaces
DOI: 10.1002/admi.201700116

Conference proceedings (8)

On-chip passive photonic reservoir computing with integrated optical readout

Author(s): Matthias Freiberger, Andrew Katumba, Peter Bienstman and Joni Dambre
Published in: IEEE INTERNATIONAL CONFERENCE ON REBOOTING COMPUTING (ICRC), 2017, Page(s) 255-258
Publisher: IEEE INTERNATIONAL CONFERENCE ON REBOOTING COMPUTING (ICRC)

Multi-level optical weights in integrated circuits

Author(s): Stefan Abel, David J Stark, Felix Eltes, Daniele Caimi, Jean Fompeyrine
Published in: International Conference of Rebooting Computing 2017, 2017, Page(s) 252-254
Publisher: International Conference of Rebooting Computing 2017

A novel 25 Gbps electro-optic Pockels modulator integrated on an advanced Si photonic platform

Author(s): F. Eltes, M. Kroh, D. Caimi, C. Mai, Y. Popoff, G. Winzer, D. Petousi, S. Lischke, J. E. Ortmann, L. Czornomaz, L. Zimmermann, J. Fompeyrine, S. Abel
Published in: 2017 IEEE International Electron Devices Meeting (IEDM), 2017, Page(s) 24.5.1-24.5.4, ISBN 978-1-5386-3559-9
Publisher: IEEE
DOI: 10.1109/iedm.2017.8268454

Microstructure and ferroelectricity of barium titanate thin films on Si for integrated photonics

Author(s): Kristy J. Kormondy, Alexander A. Demkov, Youri Popoff, Marilyne Sousa, Felix Eltes, Daniele Caimi, Chiara Marchiori, Jean Fompeyrine, Stefan Abel
Published in: 2017 IEEE International Conference on IC Design and Technology (ICICDT), 2017, Page(s) 1-2, ISBN 978-1-5090-4502-0
Publisher: IEEE
DOI: 10.1109/ICICDT.2017.7993501

Side-use of a Ge p-i-n photo diode for electrical application in a photonic BiCMOS technology

Author(s): S. Lischke, D. Knoll, S. Tolunay-Wipf, C. Wipf, C. Mai, A. Fox, F. Herzel, M. Kaynak
Published in: 2016 IEEE Bipolar/BiCMOS Circuits and Technology Meeting (BCTM), 2016, Page(s) 126-129, ISBN 978-1-5090-0484-3
Publisher: IEEE
DOI: 10.1109/bctm.2016.7738970

Design effects on the performance of high-speed Ge photo detectors

Author(s): S. Lischke, W.-Y. Choi, L. Zimmermann, D. Knoll, C. Mai, M. Kroh, D. Schmidt, A. Peczek, J. KreiBl, J.-M. Lee, M. Kim
Published in: 2016 IEEE 13th International Conference on Group IV Photonics (GFP), 2016, Page(s) 22-23, ISBN 978-1-5090-1903-8
Publisher: IEEE
DOI: 10.1109/group4.2016.7739076

Record High Pockels Coefficient in PIC-Compatible BaTiO<inf>3</inf>/Si Photonic Devices

Author(s): F. Eltes, J. E. Ortmann, D. Urbonas, D. Caimi, L. Czornomaz, C. Mai, L. Zimmermann, J. Fompeyrine, S. Abel
Published in: 2018 European Conference on Optical Communication (ECOC), 2018, Page(s) 1-3, ISBN 978-1-5386-4862-9
Publisher: IEEE
DOI: 10.1109/ecoc.2018.8535249

Barium Titanate Thin Films Embedded in Silicon Photonic Structures for Ultra-Efficient Electro-Optical Tuning

Author(s): Stefan Abel, Johanna Nordlander, Felix Eltes, Daniele Caimi, Marilyne Sousa, Lukas Czornomaz, Marta D Rossell, Bert J Offrein, Jean Fompeyrine
Published in: Extended Abstracts of the 2016 International Conference on Solid State Devices and Materials, 2016, Page(s) 161-162
Publisher: The Japan Society of Applied Physics.

Intellectual Property Rights

Patent (8)

Optical sensor coupled to reservoir

Application/Publication number: CH 920160061US1
Date: 2017-02-01

Thin film device

Application/Publication number: GB 1713940.3
Date: 2017-08-01

Thin film device

Application/Publication number: GB 1713937.9
Date: 2017-08-01

Scattering photonic reservoir

Application/Publication number: PCT/EP 2018/063854
Date: 2018-05-01

Training of photonic reservoir computing systems

Application/Publication number: PCT/EP 2018/063857
Date: 2018-05-01

Object sorting device

Application/Publication number: WO 2017001438 A1
Date: 2016-05-02

Object classification system and method

Application/Publication number: PCT/EP 2018/063855
Date: 2018-05-01

Multimode reservoir

Application/Publication number: PCT/EP 2018/063856
Date: 2018-05-01