Title :
Recent advances in optical Reservoir Computing
Author :
Duport, Francois ; Smerieri, Anteo ; Paquot, Y. ; Schneider, B. ; Dambre, Joni ; Schrauwen, Benjamin ; Haeltermann, Marc ; Massar, S.
Author_Institution :
OPERA-Photonique, Univ. Libre de Bruxelles (U.L.B.), Brussels, Belgium
Abstract :
Reservoir Computing is a novel computing paradigm which uses a nonlinear recurrent dynamical system to carry out information processing. Here we will present an optoelectronic and an all-optical implementation of Reservoir Computers based on an architecture with a single nonlinear node and a delay loop. Moreover we will present an optical analogue readout which makes our reservoir computer a potential standalone solution after training. Our works show that, within the Reservoir Computing paradigm, all-optical computing with state-of-the-art performance is possible as a self-contained solution.
Keywords :
nonlinear dynamical systems; optical computing; all-optical implementation; delay loop; nonlinear recurrent dynamical system; optical analogue readout; optical reservoir computing; optoelectronic implementation; reservoir computer; single nonlinear node; standalone solution; Computers; Nonlinear optics; Optical attenuators; Optical feedback; Optical modulation; Reservoirs; Semiconductor optical amplifiers;
Conference_Titel :
Circuits and Systems (ISCAS), 2013 IEEE International Symposium on
Conference_Location :
Beijing
Print_ISBN :
978-1-4673-5760-9
DOI :
10.1109/ISCAS.2013.6571848