Optoelectronic Reservoir Computing
Université Libre de Bruxelles · Ghent University
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 optoelectronic 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…
Citation impact
- FWCI
- 33.60
- Percentile
- 100%
- References
- 23
Authors
7- YPY. PaquotCorresponding
Université Libre de Bruxelles
- FDF. Duport
Université Libre de Bruxelles
- ASA. Smerieri
Université Libre de Bruxelles
- JDJ. Dambre
Ghent University
- BSB. Schrauwen
Ghent University
Topics & keywords
- Reservoir computing
- Node (physics)
- Channel (broadcasting)
- Nonlinear system
- Scheme (mathematics)
- Equalization (audio)