Crossref journal-article
Springer Science and Business Media LLC
Nature Communications (297)
Bibliography

Vandoorne, K., Mechet, P., Van Vaerenbergh, T., Fiers, M., Morthier, G., Verstraeten, D., Schrauwen, B., Dambre, J., & Bienstman, P. (2014). Experimental demonstration of reservoir computing on a silicon photonics chip. Nature Communications, 5(1).

Authors 9
  1. Kristof Vandoorne (first)
  2. Pauline Mechet (additional)
  3. Thomas Van Vaerenbergh (additional)
  4. Martin Fiers (additional)
  5. Geert Morthier (additional)
  6. David Verstraeten (additional)
  7. Benjamin Schrauwen (additional)
  8. Joni Dambre (additional)
  9. Peter Bienstman (additional)
References 29 Referenced 665
  1. Jaeger, H. & Haas, H. Harnessing nonlinearity: predicting chaotic systems and saving energy in wireless communication. Science 304, 78–80 (2004). (10.1126/science.1091277) / Science by H Jaeger (2004)
  2. Maass, W., Natschlager, T. & Markram, H. Real-time computing without stable states: a new framework for neural computation based on perturbations. Neural. Comput. 14, 2531–2560 (2002). (10.1162/089976602760407955) / Neural. Comput. by W Maass (2002)
  3. Hammer, B. & Steil, J. J. inEuropean Symposium Artificial Neural Networks (ESANN) 357–368 (2002).
  4. Pearlmutter, B. Gradient calculations for dynamic recurrent neural networks: a survey. IEEE Trans. Neural Netw. 6, 1212–1228 (1995). (10.1109/72.410363) / IEEE Trans. Neural Netw. by B Pearlmutter (1995)
  5. Legenstein, R. & Maass, W. What makes a dynamical system computationally powerful? New Directions in Statistical Signal Processing: From Systems to Brains 127–154MIT Press (2007). (10.7551/mitpress/4977.003.0008)
  6. Maass, W., Joshi, P. & Sontag, E. D. Computational aspects of feedback in neural circuits. PLoS Comput. Biol. 3, e165 (2007). (10.1371/journal.pcbi.0020165) / PLoS Comput. Biol. by W Maass (2007)
  7. Skowronski, M. D. & Harris, J. G. Automatic speech recognition using a predictive echo state network classifier. Neural Netw. 20, 414–423 (2007). (10.1016/j.neunet.2007.04.006) / Neural Netw. by MD Skowronski (2007)
  8. Antonelo, E. A., Schrauwen, B. & Stroobandt, D. Event detection and localization for small mobile robots using reservoir computing. Neural Netw. 21, 862–871 (2008). (10.1016/j.neunet.2008.06.010) / Neural Netw. by EA Antonelo (2008)
  9. Wyffels, F. & Schrauwen, B. A comparative study of reservoir computing strategies for monthly time series prediction. Neurocomputing 73, 1958–1964 (2010). (10.1016/j.neucom.2010.01.016) / Neurocomputing by F Wyffels (2010)
  10. Jaeger, H. Short Term Memory in Echo State Networks. Technical Report 152 (GMD, Berlin, 2001).
  11. Verstraeten, D., Schrauwen, B., Suykens, J. A. K., Stroobandt, D. & Vandewalle, J. inInternational Symposium on Nonlinear Theory and its Applications (NOLTA) 101–104 (2008).
  12. Fernando, C. & Sojakka, S. Pattern recognition in a bucket. Adv Artif Life 588–597 (2003). (10.1007/978-3-540-39432-7_63)
  13. Jones, B., Stekel, D., Rowe, J. & Fernando, C. inIEEE Symposium on Artificial Life (ALIFE) ’07 187–191 (2007). (10.1109/ALIFE.2007.367795)
  14. Appeltant, L. et al. Information processing using a single dynamical node as complex system. Nat. Commun. 2, 468 (2011). (10.1038/ncomms1476) / Nat. Commun. by L Appeltant (2011)
  15. Brunner, D. et al. Parallel photonic information processing at gigabyte per second data rates using transient states. Nat. Commun. 4, 1364 (2013). (10.1038/ncomms2368) / Nat. Commun. by D Brunner (2013)
  16. Larger, L. et al. Photonic information processing beyond turing: an optoelectronic implementation of reservoir computing. Opt. Express 20, 3241–3249 (2012). (10.1364/OE.20.003241) / Opt. Express by L Larger (2012)
  17. Duport, F., Schneider, B., Smerieri, A., Haelterman, M. & Massar, S. All-optical reservoir computing. Opt. Express 20, 22783 (2012). (10.1364/OE.20.022783) / Opt. Express by F Duport (2012)
  18. Martinenghi, R., Rybalko, S., Jacquot, M., Chembo, Y. & Larger, L. Photonic nonlinear transient computing with multiple-delay wavelength dynamics. Phys. Rev. Lett. 108, 244101 (2012). (10.1103/PhysRevLett.108.244101) / Phys. Rev. Lett. by R Martinenghi (2012)
  19. Mesaritakis, C., Papataxiarhis, V. & Syvridis, D. Micro ring resonators as building blocks for an all-optical high-speed reservoir-computing bit-pattern-recognition system. J. Opt. Soc. Am. B 30, 3048–3055 (2013). (10.1364/JOSAB.30.003048) / J. Opt. Soc. Am. B by C Mesaritakis (2013)
  20. Vandoorne, K., Dambre, J., Verstraeten, D., Schrauwen, B. & Bienstman, P. Parallel reservoir computing using optical amplifiers. IEEE Trans. Neural Netw. 22, 1469–1481 (2011). (10.1109/TNN.2011.2161771) / IEEE Trans. Neural Netw. by K Vandoorne (2011)
  21. Bogaerts, W. & Selvaraja, S. K. Compact Single-Mode Silicon Hybrid Rib/Strip Waveguide With Adiabatic Bends. IEEE Photonics J. 3, 422–432 (2011). (10.1109/JPHOT.2011.2142931) / IEEE Photonics J. by W Bogaerts (2011)
  22. Roelkens, G. et al. Grating-based optical fiber interfaces for Silicon-on-Insulator photonic integrated circuits. IEEE J. Sel. Top. Quant. Elect. 17, 571–580 (2011). (10.1109/JSTQE.2010.2069087) / IEEE J. Sel. Top. Quant. Elect. by G Roelkens (2011)
  23. Liu, J., Sun, X., Camacho-Aguilera, R., Kimerling, L. C. & Michel, J. Ge-on-Si laser operating at room temperature. Opt. Lett. 35, 679–681 (2010). (10.1364/OL.35.000679) / Opt. Lett. by J Liu (2010)
  24. Roelkens, G. et al. III-V/silicon photonics for on-chip and intra-chip optical interconnects. Laser Photonics Rev. 4, 751–779 (2010). (10.1002/lpor.200900033) / Laser Photonics Rev. by G Roelkens (2010)
  25. Fiers, M. et al. Time-domain and frequency-domain modeling of nonlinear optical components at the circuit-level using a node-based approach. JOSA B 29, 896–900 (2012). (10.1364/JOSAB.29.000896) / JOSA B by M Fiers (2012)
  26. Doddington, G. R. & Schalk, T. B. Computers—Speech Recognition—Turning Theory to Practice. {IEEE} Spectrum 18, 26–32 (1981). (10.1109/MSPEC.1981.6369809) / {IEEE} Spectrum by GR Doddington (1981)
  27. Lyon, R. inIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) 7, 1282–1285 (1982). (10.1109/ICASSP.1982.1171644) / IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) by R Lyon (1982)
  28. Tikhonov, A. N. & Arsenin, V. I. Solutions of ill-posed problems Winston (1977).
  29. Selvaraja, S. K. et al. Fabrication of photonic wire and crystal circuits in Silicon-on-Insulator Using 193 nm optical lithography. J Lightwave Technol 27, 4076–4083 (2009). (10.1109/JLT.2009.2022282) / J Lightwave Technol by SK Selvaraja (2009)
Dates
Type When
Created 11 years, 5 months ago (March 24, 2014, 11:03 a.m.)
Deposited 4 months ago (May 2, 2025, 12:18 a.m.)
Indexed 1 day, 23 hours ago (Sept. 3, 2025, 7:11 a.m.)
Issued 11 years, 5 months ago (March 24, 2014)
Published 11 years, 5 months ago (March 24, 2014)
Published Online 11 years, 5 months ago (March 24, 2014)
Funders 0

None

@article{Vandoorne_2014, title={Experimental demonstration of reservoir computing on a silicon photonics chip}, volume={5}, ISSN={2041-1723}, url={http://dx.doi.org/10.1038/ncomms4541}, DOI={10.1038/ncomms4541}, number={1}, journal={Nature Communications}, publisher={Springer Science and Business Media LLC}, author={Vandoorne, Kristof and Mechet, Pauline and Van Vaerenbergh, Thomas and Fiers, Martin and Morthier, Geert and Verstraeten, David and Schrauwen, Benjamin and Dambre, Joni and Bienstman, Peter}, year={2014}, month=mar }