Photonic information processing beyond Turing: An optoelectronic implementation of Reservoir Computing

Optics Express

Volumn 20, Issue 3, 2012, Pages 3241-3249

  Larger, L ^a   Soriano, M C ^b   Brunner, D ^b   Appeltant, L ^c   Gutierrez, J M ^d   Pesquera, L ^d   Mirasso, C R ^b   Fischer, I ^b  

^a FEMTO ST INSTITUTE   (France)

^b UNIVERSITAT DE LES ILLES BALEARS   (Spain)

^c VRIJE UNIVERSITEIT BRUSSEL   (Belgium)

^d INSTITUTO DE FÍSICA DE CANTABRIA CSIC UC   (Spain)

Author keywords

[No Author keywords available]

Indexed keywords

DYNAMICAL SYSTEMS; OPTICAL DATA PROCESSING;

COMPLEX DYNAMICAL SYSTEMS; COMPUTATIONAL CAPABILITY; DIGIT RECOGNITION; FIGURES OF MERITS; OPTO-ELECTRONIC OSCILLATOR; PHOTONIC INFORMATION PROCESSING; RESERVOIR COMPUTING; TIME SERIES PREDICTION;

OPTOELECTRONIC DEVICES;

BIOMIMETIC MATERIAL;

ARTICLE; COMPUTER; COMPUTER AIDED DESIGN; ELECTRONICS; EQUIPMENT; EQUIPMENT DESIGN; INSTRUMENTATION; OPTICAL INSTRUMENTATION; OSCILLOMETRY; PHOTON;

BIOMIMETIC MATERIALS; COMPUTER-AIDED DESIGN; COMPUTERS; ELECTRONICS; EQUIPMENT DESIGN; EQUIPMENT FAILURE ANALYSIS; OPTICAL DEVICES; OSCILLOMETRY; PHOTONS;

EID: 84856468111     PISSN: None     EISSN: 10944087     Source Type: Journal    
DOI: 10.1364/OE.20.003241     Document Type: Article

References (28)

1. D. A. B. Miller, M. H. Mozolowski, A. Miller, and S. D. Smith, "Nonlinear optical effects in insb with a cw co laser," Opt. Commun. 27, 133-136(1978). (Pubitemid 9414572)
2. E. Abraham and S. D. Smith, "Optical bistability and related devices," Rep. Prog. Phys. 45, 815-885(1982).
3. J. L. O'Brien, "Optical quantum computing," Science 7, 1567-1570(2007). (Pubitemid 350233653)
4. H. J. Caulfield and S. Dolev, "Why future supercomputing requires optics," Nat. Photonics 4, 261(2010).
5. R. S. Tucker, "The role of optics in computing," Nat. Photonics 4, 405(2010).
6. D. A. B. Miller, "Correspondence to the editor," Nat. Photonics 4, 406(2010).
7. H. Jaeger and H. Haas, "Harnessing nonlinearity: predicting chaotic systems and saving energy in wireless communication," Science 304, 78-80(2004). (Pubitemid 38455427)
8. D. V. Buonomano and W. Maass, "State-dependent computations: Spatiotemporal processing in cortical networks," Nat. Rev. Neurosci. 10, 113-125(2009).
9. J. P. Crutchfield, L. D. William, and S. Sudeshna, "Introduction to focus issue: Intrinsic and designed computation: Information processing in dynamical systems beyond the digital hegemony," Chaos 20, 037101(2010).
10. L. Appeltant, M. C. Soriano, G. Van der Sande, J. Danckaert, S. Massar, J. Dambre, B. Schrauwen, C. R. Mirasso, and I. Fischer, "Information processing using a single dynamical node as complex system," Nat. Commun. 2, 468(2011).
11. M. Rabinovich, R. Huerta, and G. Laurent, "Transient dynamics of neural processing," Science 321, 48-50(2008).
12. K. Vandoorne, W. Dierckx, B. Schrauwen, D. Verstraeten, R. Baets, P. Bienstman, and J. Campenhout, "Toward optical signal processing using photonic reservoir computing," Opt. Express 16, 11182-11192(2008).
13. K. Vandoorne, J. Dambre, D. Verstraeten, B. Schrauwen, and P. Bienstman, "Parallel reservoir computing using optical amplifiers," IEEE Trans. Neural Netw. 22, 1469-1481(2011).
14. A. Neyer, E. Voges, "Dynamics of electrooptic bistable devices with delayed feedback," IEEE J. Quantum Electron. 18, 2009-2015(1982). (Pubitemid 13464468)
15. L. Larger, J.-P. Goedgebuer, and V. S. Udaltsov, "Ikeda-based nonlinear delayed dynamics for application to secure optical transmission systems using chaos," C. R. Phys. 5, 669-681(2004). (Pubitemid 38994086)
16. K. E. Callan, L. Illing, Z. Gao, D. J. Gauthier, and E. Schöll, "Broadband chaos generated by an optoelectronic oscillator," Phys. Rev. Lett. 104, 113901(2010).
17. K. Ikeda, "Multiple-valued stationary state and its instability of the transmitted light by a ring cavity system," Opt. Commun. 30, 257-261(1979). (Pubitemid 10437376)
18. L. Larger and J. M. Dudley, "Optoelectronic chaos," Nature 465, 41-42(2010).
19. T. Erneux, L. Larger, M. W. Lee, and J. Goedgebuer, "Ikeda hopf bifurcation revisited," Physica D 194, 49-64(2004).
20. F. T. Arecchi, G. Giacomelli, A. Lapucci, and R. Meucci, "Two-dimensional representation of a delayed dynamical system," Phys. Rev. A 45, R4225-R4228(1993).
21. D. Verstraeten, B. Schrauwen, D. Stroobandt, and J. Van Campenhout, "Isolated word recognition with the liquid state machine: a case study," Inf. Process. Lett. 30, 521-528(2005). (Pubitemid 41145439)
22. R. F. Lyon, "A computational model of filtering, detection, and compression in the cochlea," Proc. of the IEEE Int. Conf. Acoust., Speech, Signal Processing (1982).
23. A. E. Hoerl and R. W. Kennard, "Ridge Regression: Applications to Nonorthogonal Problems" Technometrics 12, 69-82(1970).
24. A. S. Weigend and N. A. Gershenfeld, "Time series prediction: Forecasting the future and understanding the past," ftp://ftp.santafe.edu/ pub/Time-Series/Competition (1993).
25. A. Rodan and P. Tino, "Minimum complexity echo state network," IEEE Trans. Neural Netw. 22, 131-144(2011).
26. L. J. Cao, "Support vector machines experts for time series forecasting," Neurocomputing 51, 321-339(2003).
27. D. Psaltis, D. Brady, X. G. Gu, and S. Lin, "Holography in artificial neural networks," Nature 343, 325-330(1990).
28. Y. Paquot, F. Duport, A. Smerieri, J. Dambre, B. Schrauwen, M. Haelterman, S. Massar, "Optoelectronic Reservoir Computing," http://arxiv.org/abs/1111.7219