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Toward optical signal processing using photonic reservoir computing.

Authors :
Vandoorne K
Dierckx W
Schrauwen B
Verstraeten D
Baets R
Bienstman P
Van Campenhout J
Source :
Optics express [Opt Express] 2008 Jul 21; Vol. 16 (15), pp. 11182-92.
Publication Year :
2008

Abstract

We propose photonic reservoir computing as a new approach to optical signal processing in the context of large scale pattern recognition problems. Photonic reservoir computing is a photonic implementation of the recently proposed reservoir computing concept, where the dynamics of a network of nonlinear elements are exploited to perform general signal processing tasks. In our proposed photonic implementation, we employ a network of coupled Semiconductor Optical Amplifiers (SOA) as the basic building blocks for the reservoir. Although they differ in many key respects from traditional software-based hyperbolic tangent reservoirs, we show using simulations that such a photonic reservoir can outperform traditional reservoirs on a benchmark classification task. Moreover, a photonic implementation offers the promise of massively parallel information processing with low power and high speed.

Details

Language :
English
ISSN :
1094-4087
Volume :
16
Issue :
15
Database :
MEDLINE
Journal :
Optics express
Publication Type :
Academic Journal
Accession number :
18648434
Full Text :
https://doi.org/10.1364/oe.16.011182