Fast photonic information processing using semiconductor lasers with delayed optical feedback: Role of phase dynamics

被引:116
作者
Nguimdo, Romain Modeste [1 ]
Verschaffelt, Guy [1 ]
Danckaert, Jan [1 ]
Van der Sande, Guy [1 ]
机构
[1] Vrije Univ Brussel, Appl Phys Res Grp, B-1050 Brussels, Belgium
关键词
TIME; IDENTIFICATION;
D O I
10.1364/OE.22.008672
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Semiconductor lasers subject to delayed optical feedback have recently shown great potential in solving computationally hard tasks. By optically implementing a neuro-inspired computational scheme, called reservoir computing, based on the transient response to optical data injection, high processing speeds have been demonstrated. While previous efforts have focused on signal bandwidths limited by the semiconductor laser's relaxation oscillation frequency, we demonstrate numerically that the much faster phase response makes significantly higher processing speeds attainable. Moreover, this also leads to shorter external cavity lengths facilitating future on-chip implementations. We numerically benchmark our system on a chaotic time-series prediction task considering two different feedback configurations. The results show that a prediction error below 4% can be obtained when the data is processed at 0.25 GSamples/s. In addition, our insight into the phase dynamics of optical injection in a semiconductor laser also provides a clear understanding of the system performance at different pump current levels, even below solitary laser threshold. Considering spontaneous emission noise and noise in the readout layer, we obtain good prediction performance at fast processing speeds for realistic values of the noise strength. (C) 2014 Optical Society of America
引用
收藏
页码:8672 / 8686
页数:15
相关论文
共 29 条
[1]   Information processing using a single dynamical node as complex system [J].
Appeltant, L. ;
Soriano, M. C. ;
Van der Sande, G. ;
Danckaert, J. ;
Massar, S. ;
Dambre, J. ;
Schrauwen, B. ;
Mirasso, C. R. ;
Fischer, I. .
NATURE COMMUNICATIONS, 2011, 2
[2]   Constructing optimized binary masks for reservoir computing with delay systems [J].
Appeltant, Lennert ;
Van der Sande, Guy ;
Danckaert, Jan ;
Fischer, Ingo .
SCIENTIFIC REPORTS, 2014, 4
[3]   Parallel photonic information processing at gigabyte per second data rates using transient states [J].
Brunner, Daniel ;
Soriano, Miguel C. ;
Mirasso, Claudio R. ;
Fischer, Ingo .
NATURE COMMUNICATIONS, 2013, 4
[4]   Why future supercomputing requires optics [J].
Caulfield, H. John ;
Dolev, Shlomi .
NATURE PHOTONICS, 2010, 4 (05) :261-263
[5]  
Crutchfield J. P., 2010, CHAOS, V20
[6]   All-optical reservoir computing [J].
Duport, Francois ;
Schneider, Bendix ;
Smerieri, Anteo ;
Haelterman, Marc ;
Massar, Serge .
OPTICS EXPRESS, 2012, 20 (20) :22783-22795
[7]   TE-TM dynamics in a semiconductor laser subject to polarization-rotated optical feedback [J].
Heil, T ;
Uchida, A ;
Davis, P ;
Aida, T .
PHYSICAL REVIEW A, 2003, 68 (03) :8
[8]   Information Processing Using Transient Dynamics of Semiconductor Lasers Subject to Delayed Feedback [J].
Hicke, Konstantin ;
Angel Escalona-Moran, Miguel ;
Brunner, Daniel ;
Cornelles Soriano, Miguel ;
Fischer, Ingo ;
Mirasso, Claudio R. .
IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS, 2013, 19 (04)
[9]   Harnessing nonlinearity: Predicting chaotic systems and saving energy in wireless communication [J].
Jaeger, H ;
Haas, H .
SCIENCE, 2004, 304 (5667) :78-80
[10]   EXTERNAL OPTICAL FEEDBACK EFFECTS ON SEMICONDUCTOR INJECTION-LASER PROPERTIES [J].
LANG, R ;
KOBAYASHI, K .
IEEE JOURNAL OF QUANTUM ELECTRONICS, 1980, 16 (03) :347-355