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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

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) .
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) .
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) .
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) .
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) .
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) .
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) .
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) .
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) .
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) .
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) .
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) .
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) .
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) .
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) .
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) .

Book / Book Chapter

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

A. Katumba, P. Bienstman, J. Dambre, Photonic reservoir computing for telecom applications, Dynamical systems and brain-‐inspired information processing, France, (2015).
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) .
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) .
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) .
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) .
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) .
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) .
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).
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).
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) .
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) .
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) .
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) .
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) .
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).
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) .
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) .
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) .
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) .
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) .
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) .
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) .
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) .
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) .
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) .
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) .
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) .
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) .
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) .