51. All-Optical Reservoir Computing on a Photonic Chip Using Silicon-Based Ring Resonators
- Author
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Florian Denis-le Coarer, Matthias Freiberger, Peter Bienstman, Damien Rontani, Marc Sciamanna, Joni Dambre, Andrew Katumba, Chaire Photonique, Laboratoire Matériaux Optiques, Photonique et Systèmes (LMOPS), CentraleSupélec-Université de Lorraine (UL)-CentraleSupélec-Université de Lorraine (UL), CentraleSupélec-Université de Lorraine (UL), Photonics Research Group, Department of Information Technology (INTEC), Universiteit Gent = Ghent University [Belgium] (UGENT)-Universiteit Gent = Ghent University [Belgium] (UGENT), Internet Technology and Data Science Lab (IDLab), Universiteit Antwerpen [Antwerpen]-Universiteit Gent = Ghent University [Belgium] (UGENT), Fondation Supelec,Préfecture de Région Grand-EstMetz MétropoleDépartement de la Moselle, AIRBUS GDI Simulation, through the funding of the Chair in Photonics and PIANO project., BELSPO IAP P7-35 program Photonics@be AFOSR (grant No. FA-9550-15-1-0279 and FA9550-17-1-0072), European Project: 688579,H2020,H2020-ICT-2015,PHRESCO(2015), Laboratoire matériaux organiques à propriétés spécifiques ( LMOPS ), Laboratoire d'Electrochimie et de Physico-chimie des Matériaux et des Interfaces ( LEPMI ), Université Joseph Fourier - Grenoble 1 ( UJF ) -Institut National Polytechnique de Grenoble ( INPG ) -Université Savoie Mont Blanc ( USMB [Université de Savoie] [Université de Chambéry] ) -Centre National de la Recherche Scientifique ( CNRS ) -Université Joseph Fourier - Grenoble 1 ( UJF ) -Institut National Polytechnique de Grenoble ( INPG ) -Université Savoie Mont Blanc ( USMB [Université de Savoie] [Université de Chambéry] ) -Centre National de la Recherche Scientifique ( CNRS ), Laboratoire Matériaux Optiques, Photonique et Systèmes ( LMOPS ), CentraleSupélec-Université de Lorraine ( UL ) -CentraleSupélec-Université de Lorraine ( UL ), CentraleSupélec-Université de Lorraine ( UL ), Department of Information Technology ( INTEC ), Ghent University [Belgium] ( UGENT ) -Ghent University [Belgium] ( UGENT ), Internet Technology and Data Science Lab ( IDLab ), Universiteit Antwerpen [Antwerpen]-Ghent University [Belgium] ( UGENT ), European Project : 688579,H2020,H2020-ICT-2015,PHRESCO ( 2015 ), Universiteit Gent = Ghent University (UGENT)-Universiteit Gent = Ghent University (UGENT), and Universiteit Antwerpen = University of Antwerpen [Antwerpen]-Universiteit Gent = Ghent University (UGENT)
- Subjects
Silicon ,Nonlinear optics ,Technology and Engineering ,Bistability ,SELF-PULSATION ,Silicon photonics ,Optical ring resonators ,02 engineering and technology ,Topology ,01 natural sciences ,law.invention ,010309 optics ,Resonator ,[SPI]Engineering Sciences [physics] ,law ,BISTABILITY ,SYSTEMS ,0103 physical sciences ,[ SPI ] Engineering Sciences [physics] ,Resonators ,[NLIN]Nonlinear Sciences [physics] ,Electrical and Electronic Engineering ,Ring resonators ,Reservoir computing ,Physics ,[PHYS]Physics [physics] ,[ PHYS ] Physics [physics] ,silicon photonics ,business.industry ,[ NLIN ] Nonlinear Sciences [physics] ,021001 nanoscience & nanotechnology ,Atomic and Molecular Physics, and Optics ,ring resonators ,Optical waveguides ,Nonlinear system ,Photonics ,FILTER ,Reservoirs ,NONLINEAR MICRORING RESONATORS ,HARDWARE IMPLEMENTATION ,0210 nano-technology ,business - Abstract
We present in our work numerical results on the performance of a $\mathbf {4 \times 4}$ swirl-topology photonic reservoir integrated on a silicon chip. Nonlinear microring resonators are used as nodes. We analyze the performance of such a reservoir on a classical nonlinear Boolean task (the delayed XOR task) for: various designs of the reservoir in terms of lengths of the waveguides between consecutive nodes, and various injection parameters (injected power and optical detuning). From this analysis, we find that this kind of reservoir can perform–for a large variety of parameters–the delayed XOR task at 20 Gb/s with bit error rates lower than $\mathbf {10^{-3}}$ and an averaged injection power lower than 2.5 mW.
- Published
- 2018
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