Title :
Information Processing Using Transient Dynamics of Semiconductor Lasers Subject to Delayed Feedback
Author :
Hicke, K. ; Escalona-Moran, M.A. ; Brunner, D. ; Soriano, M.C. ; Fischer, I. ; Mirasso, C.R.
Author_Institution :
Inst. de Fis. Interdisciplinar y Sist. Complejos, Univ. de les Illes Balears, Palma de Mallorca, Spain
Abstract :
The increasing amount of data being generated in different areas of science and technology require novel and efficient techniques of processing, going beyond traditional concepts. In this paper, we numerically study the information processing capabilities of semiconductor lasers subject to delayed optical feedback. Based on the recent concept of reservoir computing, we show that certain tasks, which are inherently hard for traditional computers, can be efficiently tackled by such systems. Major advantages of this approach comprise the possibility of simple and low-cost hardware implementation of the reservoir and ultrafast processing speed. Experimental results corroborate the numerical predictions.
Keywords :
high-speed optical techniques; laser feedback; semiconductor lasers; delayed optical feedback; information processing; reservoir computing; reservoir processing speed; semiconductor lasers; transient dynamics; ultrafast processing speed; Adaptive optics; Laser feedback; Laser modes; Optical feedback; Optical polarization; Reservoirs; Semiconductor lasers; Delay systems; information processing; machine learning; optical feedback; semiconductor lasers;
Journal_Title :
Selected Topics in Quantum Electronics, IEEE Journal of
DOI :
10.1109/JSTQE.2013.2241738