Literature DB >> 32121983

Demonstrating delay-based reservoir computing using a compact photonic integrated chip.

Krishan Harkhoe, Guy Verschaffelt, Andrew Katumba, Peter Bienstman, Guy Van der Sande.   

Abstract

Photonic delay-based reservoir computing (RC) has gained considerable attention lately, as it allows for simple technological implementations of the RC concept that can operate at high speed. In this paper, we discuss a practical, compact and robust implementation of photonic delay-based RC, by integrating a laser and a 5.4 cm delay line on an InP photonic integrated circuit. We demonstrate the operation of this chip with 23 nodes at a speed of 0.87 GSa/s, showing performances that is similar to previous non-integrated delay-based setups. We also investigate two other post-processing methods to obtain more nodes in the output layer. We show that these methods improve the performance drastically, without compromising the computation speed.

Entities:  

Year:  2020        PMID: 32121983     DOI: 10.1364/OE.382556

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


  2 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

2.  Reservoir Computing with Delayed Input for Fast and Easy Optimisation.

Authors:  Lina Jaurigue; Elizabeth Robertson; Janik Wolters; Kathy Lüdge
Journal:  Entropy (Basel)       Date:  2021-11-23       Impact factor: 2.524

  2 in total

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