Ghent University Academic Bibliography

Advanced

Reservoir computing using a delayed feedback system: towards photonic implementations

Lennert Appeltant, MC Soriano, Guy Van der Sande, Jan Dankaert, Serge Massar, Joni Dambre UGent, Benjamin Schrauwen UGent, Claudio R Mirasso and Ingo Fisher (2011) Proceedings Annual Symposium of the IEEE/LEOS Benelux Chapter, 2008. p.125-128
abstract
Delayed feedback systems are known to exhibit a rich dynamical behavior, showing a wide variety of dynamical regimes. We use this richness to implement reservoir computing, a processing concept in machine learning. In this paper we demonstrate the proof of principle on an electronic system, however the approach is readily transferable to photonics, promising fast and computationally efficient all-optical processing. Using only one single node with delayed feedback instead of an entire network of nodes, we succeed in obtaining state-of-the-art results on benchmarks such as spoken digit recognition and system identification.
Please use this url to cite or link to this publication:
author
organization
year
type
conference
publication status
published
subject
keyword
photonic, opto-electronic, reservoir computing, delayed feedback
in
Proceedings Annual Symposium of the IEEE/LEOS Benelux Chapter, 2008
pages
125 - 128
publisher
IEEE/LEOS
conference name
16th Annual Symposium of the IEEE Photonics Benelux Chapter
conference location
Ghent, Belgium
conference start
2011-12-01
conference end
2012-12-02
language
English
UGent publication?
yes
classification
C1
copyright statement
I have transferred the copyright for this publication to the publisher
id
2057639
handle
http://hdl.handle.net/1854/LU-2057639
date created
2012-03-02 15:30:55
date last changed
2012-08-21 16:14:23
@inproceedings{2057639,
  abstract     = {Delayed feedback systems are known to exhibit a rich dynamical behavior, showing a wide variety of dynamical regimes. We use this richness to implement reservoir computing, a processing concept in machine learning. In this paper we demonstrate the proof of principle on an electronic system, however the approach is readily transferable to photonics, promising fast and computationally efficient all-optical processing. Using only one single node with delayed feedback instead of an entire network of nodes, we succeed in obtaining state-of-the-art results on benchmarks such as spoken digit recognition and system identification.},
  author       = {Appeltant, Lennert and Soriano, MC and Van der Sande, Guy and Dankaert, Jan and Massar, Serge and Dambre, Joni and Schrauwen, Benjamin and Mirasso, Claudio R and Fisher, Ingo},
  booktitle    = {Proceedings Annual Symposium of the IEEE/LEOS Benelux Chapter, 2008},
  keyword      = {photonic,opto-electronic,reservoir computing,delayed feedback},
  language     = {eng},
  location     = {Ghent, Belgium},
  pages        = {125--128},
  publisher    = {IEEE/LEOS},
  title        = {Reservoir computing using a delayed feedback system: towards photonic implementations},
  year         = {2011},
}

Chicago
Appeltant, Lennert, MC Soriano, Guy Van der Sande, Jan Dankaert, Serge Massar, Joni Dambre, Benjamin Schrauwen, Claudio R Mirasso, and Ingo Fisher. 2011. “Reservoir Computing Using a Delayed Feedback System: Towards Photonic Implementations.” In Proceedings Annual Symposium of the IEEE/LEOS Benelux Chapter, 2008, 125–128. IEEE/LEOS.
APA
Appeltant, L., Soriano, M., Van der Sande, G., Dankaert, J., Massar, S., Dambre, J., Schrauwen, B., et al. (2011). Reservoir computing using a delayed feedback system: towards photonic implementations. Proceedings Annual Symposium of the IEEE/LEOS Benelux Chapter, 2008 (pp. 125–128). Presented at the 16th Annual Symposium of the IEEE Photonics Benelux Chapter, IEEE/LEOS.
Vancouver
1.
Appeltant L, Soriano M, Van der Sande G, Dankaert J, Massar S, Dambre J, et al. Reservoir computing using a delayed feedback system: towards photonic implementations. Proceedings Annual Symposium of the IEEE/LEOS Benelux Chapter, 2008. IEEE/LEOS; 2011. p. 125–8.
MLA
Appeltant, Lennert, MC Soriano, Guy Van der Sande, et al. “Reservoir Computing Using a Delayed Feedback System: Towards Photonic Implementations.” Proceedings Annual Symposium of the IEEE/LEOS Benelux Chapter, 2008. IEEE/LEOS, 2011. 125–128. Print.