Title :
Multiple delay nonlinear wavelength dynamics for photonic Reservoir Computing
Author :
Martinenghi, R. ; Appeltant, L. ; Rybalko, S. ; Van der Sand, G. ; Danckaert, J. ; Jacquot, M. ; Chembo, Y. ; Larger, L.
Author_Institution :
FEMTO-ST/Opt. Dept., Univ. of Franche-Comte, Besancon, France
Abstract :
Reservoir computing is an emerging field of research intended to develop novel computational machines based on operating principles issued from the neural network community and the brain research sciences. Practical implementations of the corresponding principles is a strongly open question, which is precisely addressed from the photonic viewpoint in the frame of a recently funded EC project PHOCUS. The main idea is here to benefit from the intrinsic dynamic complexity of delay systems, which experimental realization are well known in photonics, in order to perform the central role of a reservoir computer, the reservoir itself. This paper reports on the photonic implementation, the numerical simulations of the corresponding reservoir subjected to the NARMA sequences, and the computational power results that were obtained both numerically and experimentally.
Keywords :
delays; neural nets; optical computing; NARMA sequence; brain research; computational machines; delay systems; multiple delay nonlinear wavelength dynamics; neural network community; photonic implementation; photonic reservoir computing; Reservoirs;
Conference_Titel :
Lasers and Electro-Optics Europe (CLEO EUROPE/EQEC), 2011 Conference on and 12th European Quantum Electronics Conference
Conference_Location :
Munich
Print_ISBN :
978-1-4577-0533-5
Electronic_ISBN :
Pending
DOI :
10.1109/CLEOE.2011.5943557