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Article Dans Une Revue Optics Letters Année : 2018

Enhanced performance of a reservoir computer using polarization dynamics in VCSELs

Résumé

We analyze the performance of a reservoir computer based on time delayed feedback and optical injection, which is drawing benefits from the high-speed polarization dynamics of a Vertical Cavity Surface Emitting Laser (VCSEL). We demonstrate that such a system has high computation performance and yields deeper memory than existing single-mode laser-based reservoir computer. Performance is demonstrated on several benchmarking tasks. In particular, the error rate is an order of magnitude smaller when performing channel equalization.
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Dates et versions

hal-01877236 , version 1 (16-10-2018)

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Jeremy Vatin, Damien Rontani, Marc Sciamanna. Enhanced performance of a reservoir computer using polarization dynamics in VCSELs. Optics Letters, 2018, 43 (18), pp.4497-4500. ⟨10.1364/OL.43.004497⟩. ⟨hal-01877236⟩
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