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

Krishan Kumar Harkhoe, Guy Verschaffelt, Andrew Katumba, Peter Bienstman, Guy Van Der Sande

Research output: Contribution to journalArticle

7 Citations (Scopus)
35 Downloads (Pure)

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.
Original languageEnglish
Pages (from-to)3086-3096
Number of pages11
JournalOptics Express
Volume28
Issue number3
DOIs
Publication statusPublished - 3 Feb 2020

Fingerprint Dive into the research topics of 'Demonstrating delay-based reservoir computing using a compact photonic integrated chip'. Together they form a unique fingerprint.

Cite this