Toward neuro-inspired computing using a small network of micro-ring resonators on an integrated photonic chip

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dc.contributor.authorDenis-le Coarera, Florian
dc.contributor.authorRontania, Damien
dc.contributor.authorKatumba, Andrew
dc.contributor.authorFreiberger, Matthias
dc.contributor.authorDambre, Joni
dc.contributor.authorBienstman, Peter
dc.contributor.authorSciamanna, Marc
dc.date.accessioned2022-12-01T19:15:10Z
dc.date.available2022-12-01T19:15:10Z
dc.date.issued2018
dc.description.abstractWe present in this work numerical simulations of the performance of an on-chip photonic reservoir computer using nonlinear microring resonator as neurons. We present dynamical properties of the nonlinear node and the reservoir computer, and we analyse the performance of the reservoir on a typical nonlinear Boolean task : the delayed XOR task. We study the performance for various designs (number of nodes, and length of the synapses in the reservoir), and with respect to the properties of the optical injection of the data (optical detuning and power). From this work, we nd that such a reservoir has state-of-the art level of performance on this particular task - that is a bit error rate of 2.5 10􀀀4 - at 20 Gb/s, with very good power e ciency (total injected power lower than 1.0 mW).en_US
dc.identifier.citationFlorian Denis-le Coarer, Damien Rontani, Andrew Katumba, Matthias Freiberger, Joni Dambre, Peter Bienstman, Marc Sciamanna, "Toward neuroinspired computing using a small network of micro-ring resonators on an integrated photonic chip," Proc. SPIE 10689, Neuro-inspired Photonic Computing, 1068908 (21 May 2018); doi: 10.1117/12.2306780en_US
dc.identifier.other10.1117/12.2306780
dc.identifier.urihttps://nru.uncst.go.ug/handle/123456789/5637
dc.language.isoenen_US
dc.publisherSPIEen_US
dc.subjectNeuromorphic Computingen_US
dc.subjectReservoir Computingen_US
dc.subjectIntegrated Photonicsen_US
dc.subjectMicroring Resonatorsen_US
dc.titleToward neuro-inspired computing using a small network of micro-ring resonators on an integrated photonic chipen_US
dc.typeOtheren_US
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