Optoelectronic reservoir computing.

作者: Yvan Paquot , Francois Duport , Joni Dambre , Marc Haelterman , Serge Massar

DOI: 10.1038/SREP00287

关键词: Nonlinear systemDynamical systemReservoir computingDynamical systems theoryState (computer science)Computer scienceNode (networking)OptoelectronicsComputationLine (text file)

摘要: … Here we report the first experimental reservoir computer … the internal states of the reservoir computer we use a fiber optics … Reservoir computing, which is at the heart of the present work…

参考文章(30)
R. Lyon, A computational model of filtering, detection, and compression in the cochlea international conference on acoustics, speech, and signal processing. ,vol. 7, pp. 1282- 1285 ,(1982) , 10.1109/ICASSP.1982.1171644
Paul Lamere, Evandro Gouvea, Rita Singh, Peter Wolf, Bhiksha Raj, Willie Walker, Philip Kwok, Joe Woelfel, Sphinx-4: a flexible open source framework for speech recognition Sun Microsystems, Inc.. ,(2004)
Ali Rodan, Peter Tiňo, Simple deterministically constructed recurrent neural networks intelligent data engineering and automated learning. ,vol. 6283, pp. 267- 274 ,(2010) , 10.1007/978-3-642-15381-5_33
David Verstraeten, Benjamin Schrauwen, Dirk Stroobandt, Isolated word recognition using a Liquid State Machine the european symposium on artificial neural networks. pp. 435- 440 ,(2005)
Jochen J. Steil, Benjamin Schrauwen, Barbara Hammer, Recent advances in efficient learning of recurrent networks. the european symposium on artificial neural networks. ,(2009)
Terrence J. Sejnowski, Simon S. Haykin, John McWhirter, J. C. Príncipe, New Directions In Statistical Signal Processing: From Systems To Brains ,(2009)
Chrisantha Fernando, Sampsa Sojakka, Pattern Recognition in a Bucket european conference on artificial life. pp. 588- 597 ,(2003) , 10.1007/978-3-540-39432-7_63
Laurent Larger, Pierre-Ambroise Lacourt, Stéphane Poinsot, Marc Hanna, From flow to map in an experimental high-dimensional electro-optic nonlinear delay oscillator. Physical Review Letters. ,vol. 95, pp. 043903- 043903 ,(2005) , 10.1103/PHYSREVLETT.95.043903
L. Appeltant, M.C. Soriano, G. Van der Sande, J. Danckaert, S. Massar, J. Dambre, B. Schrauwen, C.R. Mirasso, I. Fischer, Information processing using a single dynamical node as complex system Nature Communications. ,vol. 2, pp. 468- 468 ,(2011) , 10.1038/NCOMMS1476