Neuromorphic information processing using silicon photonics

被引:0
作者
Bienstman, Peter [1 ]
Dambre, Joni [2 ]
Katumba, Andrew [1 ]
Freiberger, Matthias [2 ]
Laporte, Floris [1 ]
Lugnan, Alessio [1 ]
Sackesyn, Stijn [1 ]
Ma, Chonghuai [1 ]
机构
[1] Univ Ghent, Dept Informat Technol, Photon Res Grp, IMEC, Ghent, Belgium
[2] Univ Ghent, Dept Elect & Informat Syst, Data Sci Lab, IMEC, Ghent, Belgium
来源
ACTIVE PHOTONIC PLATFORMS XI | 2019年 / 11081卷
基金
欧盟地平线“2020”;
关键词
photonic neuromorphic information processing; reservoir computing; silicon photonics;
D O I
10.1117/12.2524707
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We present our latest results on silicon photonics neuromorphic information processing based a.o. on techniques like reservoir computing. First, we dicuss how passive reservoir computing can be used to perform non-linear signal equalisation in telecom links. Then, we introduce a training method that can deal with limited weight resolution for a hardware implementation of a photonic readout.
引用
收藏
页数:7
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共 26 条
  • [1] A Hybrid Barium Titanate-Silicon Photonics Platform for Ultraefficient Electro-Optic Tuning[J]. Abel, Stefan;Stoeferle, Thilo;Marchiori, Chiara;Caimi, Daniele;Czornomaz, Lukas;Stuckelberger, Michael;Sousa, Marilyne;Offrein, Bert J.;Fompeyrine, Jean. JOURNAL OF LIGHTWAVE TECHNOLOGY, 2016(08)
  • [2] 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
  • [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] All-optical reservoir computer based on saturation of absorption[J]. Dejonckheere, Antoine;Duport, Francois;Smerieri, Anteo;Fang, Li;Oudar, Jean-Louis;Haelterman, Marc;Massar, Serge. OPTICS EXPRESS, 2014(09)
  • [5] All-optical reservoir computing[J]. Duport, Francois;Schneider, Bendix;Smerieri, Anteo;Haelterman, Marc;Massar, Serge. OPTICS EXPRESS, 2012(20)
  • [6] Nanophotonic Reservoir Computing With Photonic Crystal Cavities to Generate Periodic Patterns[J]. Fiers, Martin Andre Agnes;Van Vaerenbergh, Thomas;Wyffels, Francis;Verstraeten, David;Schrauwen, Benjamin;Dambre, Joni;Bienstman, Peter. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2014(02)
  • [7] Han S., 2015, PAPERSNIPSCC
  • [8] Towards a theoretical foundation for morphological computation with compliant bodies[J]. Hauser, Helmut;Ijspeert, Auke J.;Fuechslin, Rudolf M.;Pfeifer, Rolf;Maass, Wolfgang. BIOLOGICAL CYBERNETICS, 2011(5-6)
  • [9] 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(04)
  • [10] Harnessing nonlinearity: Predicting chaotic systems and saving energy in wireless communication[J]. Jaeger, H;Haas, H. SCIENCE, 2004(5667)