Optoelectronic Reservoir Computing
Preprint
- 30 November 2011
Abstract
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.Keywords
All Related Versions
- Version 1, 2011-11-30, ArXiv
- Published version: Scientific Reports, 2 (1), 287.
This publication has 0 references indexed in Scilit: