Research Explorer

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Researcher

Alessio Lugnan

Awards & Distinctions

33 Results

2025

Emergent self-adaptation in an integrated photonic neural network for backpropagation-free learning

Alessio LugnanSamarth AggarwalFrank Brueckerhoff-PlueckelmannC. David WrightWolfram H. P. PerniceHarish BhaskaranPeter Bienstman

A1 Journal Article in ADVANCED SCIENCE

2024

Large-scale neural network in passive silicon photonics for biologically plausible learning

Alessio LugnanAlessandro ForadoriStefano BiasiPeter BienstmanLorenzo Pavesi

On-chip photonic neural network for multi-wavelength time-dependent signal processing

Alessio LugnanAlessandro ForadoriSeppe BiasinoPeter BienstmanL. Pavesi

Reservoir computing with a silicon microring resonator matrix for image classification

Alessandro ForadoriAlessio LugnanI. PavesiPeter Bienstman

2023

Flow cytometry with event-based vision and spiking neuromorphic hardware

Steven AbreuMuhammed Gouda Ahmed GoudaAlessio LugnanPeter Bienstman

Improving the classification accuracy in label-free flow cytometry using event-based vision and simple logistic regression

Muhammed Gouda Ahmed GoudaAlessio LugnanJoni DambreGerd van den BrandenChristoph PoschPeter Bienstman

A1 Journal Article in IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Optical computing in silicon photonics : self-adapting ring networks and quantum recurrent neural networks

Peter BienstmanAlessio LugnanS. AggarwalF. Bruckerhoff-PluckelmannW. H. P. PerniceH. BhaskaranChonghuai MaStijn SackesynEmmanuel GooskensSarah Masaad et al.

Silicon ring resonator with phase-change material as a plastic dynamical node for scalable all-optical neural networks with synaptic plasticity

Alessio LugnanSantiago Garcia-Cuevas CarrilloJunchao SongSamarth AggarwalFrank Bruckerhoff-PluckelmannWolfram H. P. PerniceHarish BhaskaranC. David WrightPeter Bienstman

2022

Coherent optical computing in silicon photonics

Peter BienstmanAlessio LugnanChonghuai MaStijn SackesynEmmanuel GooskensSarah MasaadMuhammed Gouda Ahmed GoudaRobbe De Prins

Event-based vision for improved classification accuracy in label-free flow cytometry

Muhammed Gouda Ahmed GoudaAlessio LugnanJoni DambreGerd Van den BrandenChristoph PoschPeter Bienstman

Rigorous dynamic model of a silicon ring resonator with phase change material for a neuromorphic node

Alessio LugnanSantiago Garcia-Cuevas CarrilloC. David WrightPeter Bienstman

A1 Journal Article in OPTICS EXPRESS

2021

Photonic neuromorphic computing using silicon chips

Peter BienstmanJoni DambreAlessio LugnanStijn SackesynChonghuai MaEmmanuel GooskensMuhammed Gouda Ahmed GoudaSarah Masaad

Photonic neuromorphic computing using silicon chips

Peter BienstmanJoni DambreAlessio LugnanStijn SackesynChonghuai MaEmmanuel GooskensMuhammed Gouda Ahmed GoudaSarah Masaad

Photonic reservoir computing for high-speed neuromorphic computing applications

Alessio LugnanStijn SackesynChonghuai MaEmmanuel GooskensMuhammed Gouda Ahmed GoudaSarah MasaadJoni DambrePeter Bienstman

Photonics-based machine learning to speed up and simplify label-free flow cytometry

Alessio LugnanPeter BienstmanJoni Dambre

Reservoir computing for high-speed photonic information processing (invited)

Peter BienstmanJoni DambreAlessio LugnanStijn SackesynChonghuai MaEmmanuel GooskensMuhammed Gouda Ahmed GoudaSarah Masaad

Silicon photonics for brain-inspired neuromorphic information processing

Peter BienstmanJoni DambreAlessio LugnanStijn SackesynChonghuai MaEmmanuel GooskensMuhammed Gouda Ahmed GoudaSarah Masaad

System-level simulation for integrated phase-change photonics

Santiago Garcia-Cuevas CarrilloAlessio LugnanEmanuele GemoPeter BienstmanWolfram H. P. PerniceHarish BhaskaranC. David Wright

A1 Journal Article in JOURNAL OF LIGHTWAVE TECHNOLOGY

2020

Machine learning issues and opportunities in ultrafast particle classification for label-free microflow cytometry

Alessio LugnanEmmanuel GooskensJeremy VatinJoni DambrePeter Bienstman

A1 Journal Article in SCIENTIFIC REPORTS

Photonic neuromorphic information processing and reservoir computing

Alessio LugnanAndrew KatumbaFloris LaporteMatthias FreibergerStijn SackesynC. MaEmmanuel GooskensJoni DambrePeter Bienstman

A1 Journal Article in APL PHOTONICS

Photonic reservoir computing

Floris LaporteAndrew KatumbaMatthias FreibergerChonghuai MaStijn SackesynEmmanuel GooskensAlessio LugnanJoni DambrePeter Bienstman

2019

Neuromorphic information processing using silicon photonics

Peter BienstmanJoni DambreAndrew KatumbaMatthias FreibergerFloris LaporteAlessio LugnanStijn SackesynChonghuai Ma

Non-linear signal equalisation using silicon photonic reservoir computing

Peter BienstmanJoni DambreAndrew KatumbaMatthias FreibergerFloris LaporteAlessio LugnanStijn SackesynChonghuai MaEmmanuel Gooskens

Silicon photonics reservoir computing at 32 Gbit/s

Peter BienstmanJoni DambreAndrew KatumbaMatthias FreibergerFloris LaporteAlessio LugnanStijn SackesynChonghuai MaEmmanuel Gooskens

2018

Integrated dielectric scatterers for fast optical classification of biological cells

Alessio LugnanJoni DambrePeter Bienstman

Integrated dielectric scatterers for speeding up classification of cell diffraction patterns

Alessio LugnanJoni DambrePeter Bienstman

Neuromorphic computing based on silicon photonics and reservoir computing

Andrew KatumbaMatthias FreibergerFloris LaporteAlessio LugnanStijn SackesynChonghuai MaJoni DambrePeter Bienstman

A1 Journal Article in IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Photonic reservoir computing: a brain-inspired approach for information processing (invited paper)

Peter BienstmanJoni DambreAndrew KatumbaMatthias FreibergerFloris LaporteAlessio Lugnan

Silicon photonics for neuromorphic information processing

Peter BienstmanJoni DambreAndrew KatumbaMatthias FreibergerFloris LaporteAlessio Lugnan

2017

Integrated photonic pillar scatterers for speeding up classification of cell holograms

Alessio LugnanJoni DambrePeter Bienstman

Integrated pillar scatterers for speeding up classification of cell holograms

Alessio LugnanJoni DambrePeter Bienstman

A1 Journal Article in OPTICS EXPRESS

Integrated-photonics implementation of reservoir computing neural networks

Andrew KatumbaFloris LaporteAlessio LugnanJoni DambrePeter Bienstman

Novel photonic reservoir computing architectures

Floris LaporteAlessio LugnanJoni DambrePeter Bienstman