DocumentCode
2081568
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
fYear
2011
fDate
22-26 May 2011
Firstpage
1
Lastpage
1
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Lasers and Electro-Optics Europe (CLEO EUROPE/EQEC), 2011 Conference on and 12th European Quantum Electronics Conference
Conference_Location
Munich
ISSN
Pending
Print_ISBN
978-1-4577-0533-5
Electronic_ISBN
Pending
Type
conf
DOI
10.1109/CLEOE.2011.5943557
Filename
5943557
Link To Document