Optoelectronic Reservoir Computing

Details Optoelectronic Reservoir Computing Optoelectronic Reservoir Computing

2011-11-30

arxiv.org/abs/1111.7219v1

Computer Science

Emerging Technologies

Contains main paper and two Supplementary Materials

Scientific paper

Reservoir computing is a recently introduced, highly efficient bio-inspired approach for processing time dependent data. The basic scheme of reservoir computing consists of a non linear recurrent dynamical system coupled to a single input layer and a single output layer. Within these constraints many implementations are possible. Here we report an opto-electronic implementation of reservoir computing based on a recently proposed architecture consisting of a single non linear node and a delay line. Our implementation is sufficiently fast for real time information processing. We illustrate its performance on tasks of practical importance such as nonlinear channel equalization and speech recognition, and obtain results comparable to state of the art digital implementations.

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