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Dr. ir. Floris Laporte (Postdoctoral Researcher)
This person worked in the group from 2015 till 2020.
Floris Laporte was born in Ghent, Belgium, in 1990. He received a joined M.Sc. degree in Photonics from Ghent University, the Free University of Brussels and the University of St. Andrews in 2015. He is currently pursuing a Ph.D. degree in Photonics Engineering at the Photonics Research Group at Ghent University-imec, Belgium. His research focuses on photonic neuromorphic computing and machine learning for photonics.
Specific Research Topics
PatentsPublications (24)International Journals
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E.J.C. Gooskens, F. Laporte, C. Ma, S. Sackesyn, P. Bienstman,
Wavelength Dimension in Waveguide-Based Photonic Reservoir Computing, Optics Express, 30(9), p.15634-15647 doi:10.1364/OE.455774 (2022).
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C. Ma, J. Lambrecht, F. Laporte, X. Yin, J. Dambre, P. Bienstman,
Comparing different nonlinearities in readout systems for optical neuromorphic computing networks, Scientific Reports , 11, p.24152 doi:https://doi.org/10.1038/s41598-021-03594-0 (2021) .
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C. Ma, F. Laporte, J. Dambre, P. Bienstman,
Addressing limited weight resolution in a fully optical neuromorphic reservoir computing readout, Scientific Reports, 11, p.article number 3102 (9 pages) doi:10.1038/s41598-021-82720-4 (2021) .
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F. Laporte, J. Dambre, P. Bienstman,
Simulating self-learning in photorefractive optical reservoir computers, Scientific Reports, 11, p.2701 doi:10.1038/s41598-021-81899-w (2021) .
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A. Lugnan, A. Katumba, F. Laporte, M. Freiberger, S. Sackesyn, C. Ma, E.J.C. Gooskens, J. Dambre, P. Bienstman,
Photonic neuromorphic information processing and reservoir computing, APL Photonics (invited), 5, p.020901 doi:10.1063/1.5129762 (2020) .
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F. Laporte, J. Dambre, P. Bienstman,
Highly parallel simulation and optimization of photonic circuits in time and frequency domain based on the deep-learning framework PyTorch, Scientific Reports, 9(1), p.5918 doi:10.1038/s41598-019-42408-2 (2019) .
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A. Katumba, M. Freiberger, F. Laporte, A. Lugnan, S. Sackesyn, C. Ma, J. Dambre, P. Bienstman,
Neuromorphic computing based on silicon photonics and reservoir computing, IEEE Journal on Selected Topics in Quantum Electronics (invited), 24(6), p.8300310 (10 pages) doi:10.1109/JSTQE.2018.2821843 (2018).
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F. Laporte, A. Katumba, J. Dambre, P. Bienstman,
Numerical demonstration of neuromorphic computing with photonic crystal cavities, Optics Express, 26(7), p.7955-7964 doi:10.1364/OE.26.007955 (2018) .
Book / Book Chapter
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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
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E.J.C. Gooskens, F. Laporte, S. Sackesyn, C. Ma, P. Bienstman,
Wavelength Multiplexing in Photonic Reservoir Computing, Annual Symposium of the IEEE Photonics Society Benelux Chapter, (2021) .
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F. Laporte, A. Katumba, M. Freiberger, A. Lugnan, S. Sackesyn, C. Ma, E.J.C. Gooskens, J. Dambre, P. Bienstman,
Photonic Reservoir Computing, Photonic Integration Week (invited), Spain, (2020).
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P. Bienstman, J. Dambre, A. Katumba, M. Freiberger, F. Laporte, A. Lugnan, S. Sackesyn, C. Ma, E.J.C. Gooskens,
Non-linear signal equalisation using silicon photonic reservoir computing, ECOC machine learning workshop (invited), Ireland, (2019).
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P. Bienstman, J. Dambre, A. Katumba, M. Freiberger, F. Laporte, A. Lugnan, S. Sackesyn, C. Ma,
Neuromorphic information processing using silicon photonics, SPIE Optics and Photonics (invited), United States, p.11081-54 doi:10.1117/12.2524707 (2019) .
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P. Bienstman, J. Dambre, A. Katumba, M. Freiberger, F. Laporte, A. Lugnan, S. Sackesyn, C. Ma, E.J.C. Gooskens,
Silicon photonics reservoir computing at 32 Gbit/s, 5th Workshop on Dynamical Systems and Brain-Inspired Information Processing (invited), Germany, (2019).
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F. Laporte, J. Dambre, P. Bienstman,
Photontorch: Simulation and Optimization of Large Photonic Circuits Using the Deep Learning Framework PyTorch, IEEE Photonics Society Summer Topicals, United States, p.paper WE1.2 doi:10.1109/phosst.2019.8794941 (2019) .
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C. Ma, F. Laporte, S. Sackesyn, J.Dambre, P. Bienstman,
Optical readout for low resolution weighting and easy observation for integrated photonic reservoir computing, accepted for publication in IEEE Benelux Chapter Annual Symposium 2019, (to be published).
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F. Laporte, J. Dambre, P. Bienstman,
Neuromorphic Computing with Signal-Mixing Cavities, IEEE International Conference on Rebooting Computing, United States, doi:10.1109/icrc.2018.8638622 (2018).
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P. Bienstman, J. Dambre, A. Katumba, M. Freiberger, F. Laporte, A. Lugnan,
Photonic reservoir computing: a brain-inspired approach for information processing, The Optical Fiber Communication Conference (OFC) (invited), United States, p.paper M4F.4 (3 pages) doi:10.1364/OFC.2018.M4F.4 (2018).
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P. Bienstman, J. Dambre, A. Katumba, M. Freiberger, F. Laporte, A. Lugnan,
Silicon photonics for neuromorphic information processing , SPIE Photonics West (invited), DL 10551, United States, p.paper 10551-19 (7 pages) doi:10.1117/12.2284391 (2018).
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F. Laporte, A. Lugnan, J. Dambre, P. Bienstman,
Novel photonic reservoir computing architectures, Workshop on Dynamical Systems and Brain-inspired Information Processing, , Germany, (2017) .
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A. Katumba, F. Laporte, A. Lugnan, J. Dambre, P. Bienstman,
Integrated-photonics implementation of reservoir computing neural networks, Machine learning workshop at ECOC (invited), Sweden, (2017).
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F. Laporte, J. Dambre, P. Bienstman,
Reservoir Computing with signal-mixing cavities, 19th International Conference on Transparent Optical Networks (ICTON) (invited), Spain, p.We.A5.3 doi:10.1109/ICTON.2017.8024990 (2017).
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F. Laporte, J. Dambre, P. Bienstman,
Header recognition with signal-mixing cavities, Workshop on Dynamical Systems and Brain-inspired Information Processing, Belgium, (2017).
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F. Laporte, J. Dambre, P. Bienstman,
Photorefractive crystals as brain-inspired photonic reservoir computing systems, IEEE Photonics Society Benelux, Belgium, p.151-154 (2016) .
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