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Toward optical signal processing using photonic reservoir computing.
- 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