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Alessio Lugnan
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Photonic neuromorphic information processing and reservoir computing
A Lugnan, A Katumba, F Laporte, M Freiberger, S Sackesyn, C Ma, ...
APL Photonics 5 (2), 2020
702020
Neuromorphic computing based on silicon photonics and reservoir computing
A Katumba, M Freiberger, F Laporte, A Lugnan, S Sackesyn, C Ma, ...
IEEE Journal of Selected Topics in Quantum Electronics 24 (6), 1-10, 2018
522018
Integrated pillar scatterers for speeding up classification of cell holograms
A Lugnan, J Dambre, P Bienstman
Optics express 25 (24), 30526-30538, 2017
122017
Rigorous dynamic model of a silicon ring resonator with phase change material for a neuromorphic node
A Lugnan, SGC Carrillo, CD Wright, P Bienstman
Optics Express 30 (14), 25177-25194, 2022
92022
Machine learning issues and opportunities in ultrafast particle classification for label-free microflow cytometry
A Lugnan, E Gooskens, J Vatin, J Dambre, P Bienstman
Scientific Reports 10 (1), 20724, 2020
82020
System-level simulation for integrated phase-change photonics
SGC Carrillo, A Lugnan, E Gemo, P Bienstman, WHP Pernice, ...
Journal of Lightwave Technology 39 (20), 6392-6402, 2021
62021
Improving the classification accuracy in label-free flow cytometry using event-based vision and simple logistic regression
M Gouda, A Lugnan, J Dambre, G van den Branden, C Posch, ...
IEEE Journal of Selected Topics in Quantum Electronics 29 (2: Optical …, 2023
32023
Neuromorphic information processing using silicon photonics
P Bienstman, J Dambre, A Katumba, M Freiberger, F Laporte, A Lugnan, ...
Active Photonic Platforms XI 11081, 49-55, 2019
32019
Flow cytometry with event-based vision and spiking neuromorphic hardware
S Abreu, M Gouda, A Lugnan, P Bienstman
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023
22023
Photonic reservoir computing: a brain-inspired approach for information processing
P Bienstman, J Dambre, A Katumba, M Freiberger, F Laporte, A Lugnan
Optical Fiber Communication Conference, M4F. 4, 2018
22018
Performance enhancement via synaptic plasticity in an integrated photonic recurrent neural network with phase-change materials
A Lugnan, S Aggarwal, F Brückerhoff-Plückelmann, WHP Pernice, ...
European Quantum Electronics Conference, jsiii_3_5, 2023
12023
Training a spiking neural network on an event-based label-free flow cytometry dataset
M Gouda, S Abreu, A Lugnan, P Bienstman
arXiv preprint arXiv:2303.10632, 2023
12023
Object classification system and method
P Bienstman, A Lugnan, F Laporte
US Patent 11,475,683, 2022
12022
Integrated dielectric scatterers for fast optical classification of biological cells
A Lugnan, J Dambre, P Bienstman
Neuro-inspired Photonic Computing 10689, 7-13, 2018
12018
Photonic Neural Networks Based on Integrated Silicon Microresonators
S Biasi, G Donati, A Lugnan, M Mancinelli, E Staffoli, L Pavesi
Intelligent Computing 3, 0067, 2024
2024
Emergent self-adaptation in an integrated photonic neural network for backpropagation-free learning
A Lugnan, S Aggarwal, F Brückerhoff-Plückelmann, CD Wright, ...
arXiv preprint arXiv:2312.03802, 2023
2023
Silicon Ring Resonator with Phase-Change Material as a Plastic Dynamical Node for Scalable All-Optical Neural Networks with Synaptic Plasticity
A Lugnan, SGC Carrillo, J Song, S Aggarwal, F Brückerhoff-Plückelmann, ...
2023 23rd International Conference on Transparent Optical Networks (ICTON), 1-4, 2023
2023
Photonic neural networks based on integrated silicon microresonators
S Biasi, G Donati, A Lugnan, M Mancinelli, E Staffoli, L Pavesi
arXiv preprint arXiv:2306.04779, 2023
2023
Optical computing in silicon photonics: self-adapting ring networks and quantum recurrent neural networks
P Bienstman, A Lugnan, S Aggarwal, F Bruckerhoff-Pluckelmann, ...
International conference on neuromorphic, natural and physical computing, 1-2, 2023
2023
Event-based vision for improved classification accuracy in label-free flow cytometry
MGA Gouda, A Lugnan, J Dambre, G Van den Branden, C Posch, ...
IEEE Benelux Photonics Chapter-Annual Symposium 2022, 26-29, 2022
2022
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