Toward optical signal processing using Photonic Reservoir Computing

被引:194
|
作者
Vandoorne, Kristof [1 ]
Dierckx, Wouter [1 ]
Schrauwen, Benjamin [2 ]
Verstraeten, David [2 ]
Baets, Roel [1 ]
Bienstman, Peter [1 ]
Van Campenhout, Jan [2 ]
机构
[1] Univ Ghent, IMEC, Dept Informat Technol, Photon Res Grp, B-9000 Ghent, Belgium
[2] Univ Ghent, Dept Elect & Informat Syst, B-9000 Ghent, Belgium
关键词
D O I
10.1364/OE.16.011182
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
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. (C) 2008 Optical Society of America.
引用
收藏
页码:11182 / 11192
页数:11
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