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ERC-StG: NaResCo

Full Name: Novel paradigms for massively parallel nanophotonic information processing: photonics reservoir computing

Duration: 1/1/2010-31/12/2014 (Finished)

People involved

Publications in the framework of this project (46)

    International Journals

  1. A. Katumba, X. Yin, J. Dambre, P. Bienstman, A Neuromorphic Silicon Photonics Nonlinear Equalizer for Optical Communication with Intensity Modulation and Direct-Detection, Journal of Lightwave Technologies, 37(10), p.2232-2239 doi:10.1109/JLT.2019.2900568 (2019)  Download this Publication (932KB).
  2. B. Schneider, J. Dambre, P. Bienstman, Using digital masks to enhance the bandwidth tolerance and improve performance in on-chip reservoir computing systems, IEEE Transactions on Neural Networks and Learning Systems, 27(12), p.2748-2753 doi:10.1109/TNNLS.2015.2498763 (2016)  Download this Publication (1.7MB).
  3. B. Schneider, J. Dambre, P. Bienstman, Fast particle characterization using digital holography and neural networks, Applied Optics, 55(1), p.133-139 doi: 10.1364/AO.55.000133 (2016)  Download this Publication (994KB).
  4. M. Hermans, J. Dambre, P. Bienstman, Optoelectronic systems trained with backpropagation through time, IEEE Transactions on Neural Networks and Learning Systems, 26(7), p.1545-1550 doi:10.1109/tnnls.2014.2344002 (2015)  Download this Publication (692KB).
  5. Q. Vinckier, F. Duport, A. Smerieri, K.T Vandoorne, P. Bienstman, M. Haelterman, S. Massar, High-performance photonic reservoir computer based on a coherently driven passive cavity, Optica, 2(5), p.438-446 doi:10.1364/optica.2.000438 (2015)  Download this Publication (1.3MB).
  6. T. Van Vaerenbergh, M. Fiers, J. Dambre, P. Bienstman, Efficient simulation of optical nonlinear cavity circuits, Optical and Quantum Electronics, 47(6), p. 1471-1476 doi:10.1007/s11082-015-0123-4 (2015)  Download this Publication (485KB).
  7. K.T Vandoorne, P. Mechet, T. Van Vaerenbergh, M. Fiers, G. Morthier, D. Verstraeten, B. Schrauwen, J. Dambre, P. Bienstman, Experimental demonstration of a reservoir computing on a silicon photonics chip, Nature Communications, 5, p.1-6 doi:10.1038/ncomms4541 (2014)  Download this Publication (632KB).
  8. M. Fiers, T. Van Vaerenbergh, F. Wyffels, D. Verstraeten, B. Schrauwen, J. Dambre, P. Bienstman, Nanophotonic reservoir computing with photonic crystal cavities to generate periodic patterns, IEEE Transactions on Neural Networks and Learning Systems, 25(2), p.344 - 355 doi:10.1109/tnnls.2013.2274670 (2014)  Download this Publication (1.8MB).
  9. K. Alexander, T. Van Vaerenbergh, M. Fiers, P. Mechet, J. Dambre, P. Bienstman, Excitability in optically injected microdisk lasers with phase controlled excitatory and inhibitory response, Optics Express, 21(22), p.26182-26191 doi:10.1364/oe.21.026182 (2013)  Download this Publication (1.3MB).
  10. T. Van Vaerenbergh, K. Alexander, J. Dambre, P. Bienstman, Excitation transfer between optically injected microdisk lasers, Optics Express, 21(23), p.28922-28932  doi:10.1364/oe.21.028922 (2013)  Download this Publication (1.3MB).
  11. T. Van Vaerenbergh, J. Dambre, P. Bienstman, J.A. Levenson, A. Yacomotti, Lumped circuit heat model of photonic crystal membrane nanocavities, IEEE Journal of Quantum Electronics, p.967 - 969  doi:10.1109/jqe.2013.2283576 (2013)  Download this Publication (383KB).
  12. M. Fiers, E. Lambert, S. Pathak, P. Dumon, B. Maes, P. Bienstman, W. Bogaerts, Improving the design cycle for nanophotonic components, Journal of Computational Science, 4(5), p.313-324 doi:10.1016/j.jocs.2013.05.008 (2013)  Download this Publication (2.9MB).
  13. T. Van Vaerenbergh, M. Fiers, J. Dambre, P. Bienstman, Simplified description of self-pulsation and excitability by thermal and free-carrier effects in semiconductor microcavities, Physical Review A, 86(6), p.063808 doi:10.1103/PhysRevA.86.063808 (2012)  Download this Publication (1.3MB).
  14. T. Van Vaerenbergh, M. Fiers, P. Mechet, T. Spuesens, R. Kumar, G. Morthier, B. Schrauwen, J. Dambre, P. Bienstman, Cascadable Excitability in microrings, Optics Express, 20(18), p.20292-20308 doi:10.1364/oe.20.020292 (2012)  Download this Publication (3.6MB).
  15. M. Fiers, T. Van Vaerenbergh, K. Caluwaerts, D. Vande Ginste, B. Schrauwen, J. Dambre, P. Bienstman, Time-domain and frequency-domain modeling of nonlinear optical components on circuit-level using a node-based approach, Journal of the Optical Society of America B, 29(5), p.896–900 doi:10.1364/josab.29.000896 (2012)  Download this Publication (482KB).
  16. K.T Vandoorne, J. Dambre, D. Verstraeten, B. Schrauwen, P. Bienstman, Parallel reservoir computing using optical amplifiers, IEEE Transactions on Neural Networks, 22(9), p.1469-1481 doi:10.1109/tnn.2011.2161771 (2011)  Download this Publication (520KB).
    Book / Book Chapter

  1. A. Katumba, M. Freiberger, F. Laporte, A. Lugnan, S. Sackesyn, C. Ma, J. Dambre, P. Bienstman, Integrated on-chip reservoirs, Photonic Reservoir Computing: Optical Recurrent Neural Networks (invited), p.53-82 (2019).
    International Conferences

  1. A. Katumba, P. Bienstman, J. Dambre, Photonic reservoir computing for telecom applications, Dynamical systems and brain-­‐inspired information processing, France, (2015).
  2. A. Katumba, P. Bienstman, J. Dambre, Photonic reservoir computing approaches to nanoscale computation, International Conference on Nanoscale Computing and Communication (NANOCOM, United States, doi:10.1145/2800795.2800827 (2015)  Download this Publication (202KB).
  3. B. Schneider, G. Vanmeerbeeck, R. Stahl, L. Lagae, J. Dambre, P. Bienstman, Neural Network for Blood Cell Classification in a Holographic Microscopy System, Transparent Optical Networks (ICTON), 2015 17th International Conference on (invited), Hungary, p.1-4 doi:10.1109/ICTON.2015.7193315 (2015)  Download this Publication (437KB).
  4. A. Li, T. Van Vaerenbergh, P. De Heyn, Y. Xing, P. Bienstman, W. Bogaerts, Experimentally demonstrate the origin for asymmetric resonance splitting and contributions from couplers to backscattering in SOI microrings, Integrated Photonics Research, Silicon and Nano Photonics (IPR 2015), United States, p.IM2B.6 doi:10.1364/iprsn.2015.im2b.6 (2015)  Download this Publication (1.4MB).
  5. B. Schneider, G. Vanmeerbeeck, R. Stahl, L. Lagae, P. Bienstman, Using neural networks for high-speed blood cell classification in a holographic-microscopy flow-cytometry system, SPIE Photonics West, United States, p.paper 9328-50 doi:10.1117/12.2079436 (2015)  Download this Publication (671KB).
  6. T. Van Vaerenbergh, M. Fiers, J. Dambre, P. Bienstman, An optical delayline based on excitable microrings, IEEE Photonics Conference, United States, p.118-119 doi:10.1109/ipcon.2014.6995240 (2014)  Download this Publication (447KB).
  7. T. Van Vaerenbergh, M. Fiers, J. Dambre, P. Bienstman, Simulation of nonlinear optical resonator circuits, NUSOD 2014, Spain, p.103-104 doi:10.1109/nusod.2014.6935377 (2014)  Download this Publication (1.6MB).
  8. T. Van Vaerenbergh, K. Alexander, M. Fiers, P. Mechet, J. Dambre, P. Bienstman, Cascadable excitability in optically injected microdisks, Proc. SPIE 9134, Semiconductor Lasers and Laser Dynamics VI, 91341W, Belgium, doi:10.1117/12.2051962 (2014).
  9. T. Van Vaerenbergh, M. Fiers, J. Dambre, P. Bienstman, Towards integrated optical spiking neural networks: delaying spikes on chip, Laser Dynamics and Nonlinear Photonics, 2013 Sixth "Rio De La Plata" Workshop on (invited), 1, Uruguay, p.9-12 doi:10.1109/LDNP.2013.6777418 (2013).
  10. P. Bienstman, K.T Vandoorne, T. Van Vaerenbergh, M. Fiers, B. Schneider, B. Schrauwen, J. Dambre, Using silicon nanophotonics for digital and analog signal processing with reservoir computing, Progress In Electromagnetics Research Symposium (PIERS 2013) (invited), Sweden, p.64 (2013)  Download this Publication (21KB).
  11. Q. Vinckier, F. Duport, A. Smerieri, K.T Vandoorne, P. Bienstman, M. Haelterman, S. Massar, Conception et realisation d'un ordinateur analogique tout optique de type "reservoir" a l’aide d’une cavite optique lineaire passive fonctionnant en lumiere coherente, Horizons de l'optique, France, p.3 (2013)  Download this Publication (293KB).
  12. P. Bienstman, K.T Vandoorne, T. Van Vaerenbergh, M. Fiers, B. Schneider, B. Schrauwen, J. Dambre, Using silicon nanophotonics for digital and analog signal processing with reservoir computing, Horizons de l'optique (invited), France, p.12 (2013)  Download this Publication (235KB).
  13. B. Schneider, J. Dambre, P. Bienstman, Reduction of analogue bandwidth requirement in photonic on-chip reservoir computing , Proceedings of the 2012 Annual Symposium of the IEEE Photonics Society Benelux Chapter, Belgium, p.227-230 (2012)  Download this Publication (527KB).
  14. T. Van Vaerenbergh, M. Fiers, P. Mechet, T. Spuesens, R. Kumar, G. Morthier, K.T Vandoorne, B. Schneider, B. Schrauwen, J. Dambre, P. Bienstman, Characterization of cascadable excitability in a silicon-on-insulator microring, Proceedings of the 2012 Annual Symposium of the IEEE Photonics Society Belenux Chapter, Belgium, p.119-122 (2012)  Download this Publication (471KB).
  15. T. Van Vaerenbergh, M. Fiers, P. Mechet, T. Spuesens, R. Kumar, G. Morthier, K.T Vandoorne, B. Schneider, B. Schrauwen, J. Dambre, P. Bienstman, Self-pulsation and excitability mechanism in silicon-on-insulator microrings , 2012 Asia Communications and Photonics Conference (ACP), China, p.ATh4B.5 doi:10.1364/ACP.2012.ATh4B.5 (2012).
  16. P. Bienstman, K.T Vandoorne, T. Van Vaerenbergh, M. Fiers, B. Schneider, D. Verstraete, B. Schrauwen, J. Dambre, Reservoir computing on nanophotonic chips, 2012 International symposium on Nonlinear Theory and its Applications (NOLTA 2012), Spain, p.506-508 doi:10.15248/proc.1.506 (2012)  Download this Publication (220KB).
  17. M. Fiers, K.T Vandoorne, T. Van Vaerenbergh, J. Dambre, B. Schrauwen, P. Bienstman, Optical Information Processing: Advances in Nanophotonic Reservoir Computing , International Conference on Transparent Optical Networks (invited), United Kingdom, doi:10.1109/icton.2012.6253889 (2012)  Download this Publication (553KB).
  18. M. Fiers, T. Van Vaerenbergh, K. Caluwaerts, J. Dambre, P. Bienstman, CAPHE: Time-domain and Frequency-domain Modeling of Nonlinear Optical Components, Advanced Photonics Congress, 2012 OSA, United States, p.paper IM2B.3 doi:10.1364/iprsn.2012.im2b.3 (2012)  Download this Publication (339KB).
  19. T. Van Vaerenbergh, M. Fiers, K.T Vandoorne, B. Schneider, J. Dambre, P. Bienstman, Towards a photonic spiking neuron: excitability in a silicon-on-insulator microring., 2012 International symposium on Nonlinear Theory and its Applications, Proceedings (NOLTA), Spain, p.767 - 770 doi:10.15248/proc.1.767 (2012)  Download this Publication (1.4MB).
  20. K.T Vandoorne, T. Van Vaerenbergh, M. Fiers, P. Bienstman, D. Verstraeten, B. Schrauwen, J. Dambre, Photonic reservoir computing and information processing with coupled semiconductor optical amplifiers, Fifth ‘RIO DE LA PLATA’ Workshop on Laser Dynamics and Nonlinear Photonics (invited), Uruguay, p.1-3 doi:10.1109/LDNP.2011.6162079  (2011)  Download this Publication (429KB).
  21. K.T Vandoorne, D. Verstraeten, B. Schrauwen, J. Dambre, P. Bienstman, Delays in photonic reservoir computing with semiconductor optical amplifiers, IEEE Photonics Benelux Chapter Annual Symposium, Belgium, (2011)  Download this Publication (628KB).
  22. M. Fiers, T. Van Vaerenbergh, P. Dumon, K. Caluwaerts, B. Schrauwen, J. Dambre, P. Bienstman, CAPHE: a circuit-level time-domain and frequency-domain modeling tool for nonlinear optical components., 16th Annual Symposium of the IEEE Photonics Benelux Chapter, (2011)  Download this Publication (569KB).
  23. K.T Vandoorne, DAMBRE, Joni, VERSTRAETEN, David, SCHRAUWEN, Benjamin, P. Bienstman, Speech recognition using photonic reservoir computing with semiconductor optical amplifiers, 2nd International Conference on Morphological computation (ICMC 2011), Italy, p.148 (2011)  Download this Publication (203KB).
  24. K.T Vandoorne, M. Fiers, T. Van Vaerenbergh, D. Verstraeten, B. Schrauwen, J. Dambre, P. Bienstman, Advances in photonic reservoir computing on an integrated platform, International Conference on Transparent Optical Networks (ICTON) (invited), Sweden, p.Mo.B5.5 doi:10.1109/icton.2011.5970791 (2011)  Download this Publication (363KB).
  25. K.T Vandoorne, M. Fiers, D. Verstraeten, B. Schrauwen, J. Dambre, P. Bienstman, Optical signal processing with a network of semiconductor optical amplifiers in the context of photonic reservoir computing, SPIE Photonics West - OPTO, 7942, United States, p.79420P doi:10.1117/12.874165 (2011)  Download this Publication (841KB).
  26. K.T Vandoorne, J. Dambre, D. Verstraeten, B. Schrauwen, P. Bienstman, Delays in photonic reservoir computing with Semiconductor Optical Amplifiers, IEEE Photonics Benelux Chapter Annual Symposium, Netherlands, p.25-28 (2010)  Download this Publication (226KB).
  27. K.T Vandoorne, M. Fiers, D. Verstraeten, B. Schrauwen, J. Dambre, P. Bienstman, Photonic Reservoir Computing: a New Approach to Optical Information Processing, Workshop on "Cognitive and neural models for automated processing of speech and text" 2010 (CONAS), Belgium, (2010)  Download this Publication (97KB).
  28. K.T Vandoorne, M. Fiers, D. Verstraeten, B. Schrauwen, J. Dambre, P. Bienstman, Photonic Reservoir Computing: a New Approach to Optical Information Processing, International Conference on Transparent Optical Networks 2010 (ICTON) (invited), Germany, p.Th.A4.3 doi:10.1109/icton.2010.5548990 (2010)  Download this Publication (274KB).
  29. P. Bienstman, K.T Vandoorne, M. Fiers, D. Verstraeten, J. Dambre, B. Schrauwen, Photonic reservoir computing as a new paradigm for optical information processing, Photonics North 2010 (invited), Canada, p.196 (paper PDS-2-1-4) (2010)  Download this Publication (254KB).