Literature DB >> 31252798

Experimental reservoir computing using VCSEL polarization dynamics.

Jeremy Vatin, Damien Rontani, Marc Sciamanna.   

Abstract

We realize an experimental setup of a time-delay reservoir using a VCSEL with optical feedback and optical injection. The VCSEL is operated in the injection-locking regime. This allows us to solve different information processing tasks, such as chaotic time-series prediction with a NMSE of 1.6×10-2 and nonlinear channel equalization with a SER of 1.5×10-2, improving state-of-the-art performance. We also demonstrate experimentally, through a careful statistical analysis, the impact of the VCSEL polarization dynamics on the performance of our architecture. More specifically, we confirm recent theoretical prediction stating that a polarization rotated feedback allows for the enhancement of the calculation performance compared to an isotropic feedback.

Entities:  

Year:  2019        PMID: 31252798     DOI: 10.1364/OE.27.018579

Source DB:  PubMed          Journal:  Opt Express        ISSN: 1094-4087            Impact factor:   3.894


  1 in total

1.  Reservoir computing based on a silicon microring and time multiplexing for binary and analog operations.

Authors:  Massimo Borghi; Stefano Biasi; Lorenzo Pavesi
Journal:  Sci Rep       Date:  2021-08-02       Impact factor: 4.379

  1 in total

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