Research Explorer

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Project

PHRESCO: PHotonic REservoir COmputing

Outputs and Outcomes

Publications

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 MasaadMuhammed Gouda Ahmed GoudaRobbe De Prins et al.

Photonic reservoir computing for high-speed neuromorphic computing applications

Alessio LugnanStijn SackesynChonghuai MaEmmanuel GooskensMuhammed Gouda Ahmed GoudaSarah MasaadJoni DambrePeter Bienstman

Experimental demonstration of nonlinear fibre distortion compensation with integrated photonic reservoir computing

Stijn SackesynChonghuai MaJoni DambrePeter Bienstman

Experimental realization of integrated photonic reservoir computing for nonlinear fiber distortion compensation

Stijn SackesynChonghuai MaJoni DambrePeter Bienstman

A1 Journal Article in OPTICS EXPRESS

Addressing limited weight resolution in a fully optical neuromorphic reservoir computing readout

Chonghuai MaFloris LaporteJoni DambrePeter Bienstman

A1 Journal Article in SCIENTIFIC REPORTS

Photonic reservoir computing

Floris LaporteAndrew KatumbaMatthias FreibergerChonghuai MaStijn SackesynEmmanuel GooskensAlessio LugnanJoni DambrePeter Bienstman

All-optical readout for integrated photonic reservoir computing

Chonghuai MaStijn SackesynJoni DambrePeter Bienstman

Photontorch : simulation and optimization of large photonic circuits using the deep learning framework PyTorch

Floris LaporteJoni DambrePeter Bienstman

A power-efficient architecture for on-chip reservoir computing

Stijn SackesynChonghuai MaAndrew KatumbaJoni DambrePeter Bienstman

Training passive photonic reservoirs with integrated optical readout

Matthias FreibergerAndrew KatumbaPeter BienstmanJoni Dambre

A1 Journal Article in IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

A neuromorphic silicon photonics nonlinear equalizer for optical communications with intensity modulation and direct detection

Andrew KatumbaXin YinJoni DambrePeter Bienstman

A1 Journal Article in JOURNAL OF LIGHTWAVE TECHNOLOGY

Highly parallel simulation and optimization of photonic circuits in time and frequency domain based on the deep-learning framework PyTorch

Floris LaporteJoni DambrePeter Bienstman

A1 Journal Article in SCIENTIFIC REPORTS

Information processing and computation with photonic reservoir systems

Bookchapter in Photonic reservoir computing : optical recurrent neural networks

Photonic reservoir computing using silicon chips

Kristof VandoornePauline MechetMartin FiersThomas Van VaerenberghBendix SchneiderAndrew KatumbaFloris LaporteDavid Verstraetenbenjamin SchrauwenJoni DambrePeter Bienstman et al.

Delay based reservoir computing on integrated InP photonic chip

K. HarkhoeG. VerschaffeltAndrew KatumbaPeter BienstmanG. Van der Sande

Integrated delay based photonic reservoir computing

K. HarkhoeG. VerschaffeltAndrew KatumbaPeter BienstmanG. Van der Sande

An enhanced architecture for silicon photonic reservoir computing

Stijn SackesynChonghuai MaJoni DambrePeter Bienstman

Silicon photonics neuromorphic computing and its application to telecommunications

Andrew KatumbaXin YinJoni DambrePeter Bienstman

Toward neuro-inspired computing using a small network of micro-ring resonators on an integrated photonic chip

Florian Denis-le CoarerMatthias FreibergerJoni DambrePeter BienstmanDamien RontaniAndrew KatumbaMarc Sciamanna

All-optical reservoir computing on a photonic chip using silicon-based ring resonators

Florian Denis Le CourierMarc SciamannaAndrew KatumbaMatthias FreibergerJoni DambrePeter BienstmanDamien Rontani

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

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

Numerical demonstration of neuromorphic computing with photonic crystal cavities

Floris LaporteAndrew KatumbaJoni DambrePeter Bienstman

A1 Journal Article in OPTICS EXPRESS

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

Low-loss photonic reservoir computing with multimode photonic integrated circuits

Andrew KatumbaJelle HeyvaertBendix SchneiderSarah UvinJoni DambrePeter Bienstman

A1 Journal Article in SCIENTIFIC REPORTS

Reservoir computing with nonlinear micro-resonators on a silicon photonics chip

Damien RontaniFlorian Denis-Le CoarerAndrew KatumbaMatthias FreibergerJoni DambrePeter BienstmanMarc Sciamanna

Reservoir computing with nonlinear micro

Damien RontaniFlorian Denis-Le CoarerAndrew KatumbaMatthias FreibergerJoni DambrePeter BienstmanMarc Sciamanna

Passive integrated photonics reservoir computing with on-chip readout for telecommunication applications

Andrew KatumbaMatthias FreibergerJoni DambrePeter Bienstman

Reservoir computing on an active silicon photonics chip using nonlinear microring resonators

F. Denis-le CoarerD. RontaniAndrew KatumbaMatthias FreibergerJoni DambrePeter BienstmanM. Sciamanna

Integrated-photonics implementation of reservoir computing neural networks

Andrew KatumbaFloris LaporteAlessio LugnanJoni DambrePeter Bienstman

Photonic reservoir computing using a small network of micro-ring resonators

D. RontaniF. DenisAndrew KatumbaMatthias FreibergerJoni DambrePeter BienstmanM. Sciamanna

Novel photonic reservoir computing architectures

Floris LaporteAlessio LugnanJoni DambrePeter Bienstman

Building scalable integrated silicon photonics reservoirs for signal processing

Andrew KatumbaMatthias FreibergerJelle HeyvaertJoni DambrePeter Bienstman

A multiple-input strategy to efficient integrated photonic reservoir computing

Andrew KatumbaMatthias FreibergerPeter BienstmanJoni Dambre

A1 Journal Article in COGNITIVE COMPUTATION

On-chip passive photonic reservoir computing with integrated optical readout

Matthias FreibergerAndrew KatumbaPeter BienstmanJoni Dambre

An integrated photonics reservoir computing approach to signal equalization for telecommunications

Andrew KatumbaBendix SchneiderJoni DambrePeter Bienstman

Photonic reservoir computing approaches to nanoscale computation

Andrew KatumbaPeter BienstmanJoni Dambre