Research Explorer

Your browser does not support JavaScript or JavaScript is not enabled. Without JavaScript some functions of this webapplication may be disabled or cause error messages. To enable JavaScript, please consult the manual of your browser or contact your system administrator.

Project

High-speed low-power neuromorphic photonic information processing with chaotic cavities

Outputs and Outcomes

Publications

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

Reservoir computing for equalization in a self-coherent receiver scheme

Aimen ZelaciSarah MasaadPeter Bienstman

A1 Journal Article in OPTICS EXPRESS

Experimental demonstration of 4-port photonic reservoir computing for equalization of 4 and 16 QAM signals

Sarah MasaadStijn SackesynStylianos SygletosPeter Bienstman

A1 Journal Article in JOURNAL OF LIGHTWAVE TECHNOLOGY

Opto-electronic machine learning network for Kramers-Kronig receiver linearization

Sarah MasaadPeter Bienstman

A1 Journal Article in OPTICS EXPRESS

Combining a passive spatial photonic reservoir computer with a semiconductor laser increases its nonlinear computational capacity

Ian BauwensKrishan HarkhoeEmmanuel GooskensPeter BienstmanGuy VerschaffeltGuy Van der Sande

A1 Journal Article in OPTICS EXPRESS

A recurrent Gaussian quantum network for online processing of quantum time series

Robbe De PrinsGuy Van der SandePeter Bienstman

A1 Journal Article in SCIENTIFIC REPORTS

Emerging opportunities and challenges for the future of reservoir computing

Min YanCan HuangPeter BienstmanPeter TinoWei LinJie Sun

A1 Journal Article in NATURE COMMUNICATIONS

Surrogate gradient learning in spiking networks trained on event-based cytometry dataset

Muhammed Gouda Ahmed GoudaSteven AbreuPeter Bienstman

A1 Journal Article in OPTICS EXPRESS

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

Experimental results on nonlinear distortion compensation using photonic reservoir computing with a single set of weights for different wavelengths

Emmanuel GooskensStijn SackesynJoni DambrePeter Bienstman

A1 Journal Article in SCIENTIFIC REPORTS

A quadratic speedup in the optimization of noisy quantum optical circuits

Robbe De PrinsYuan YaoAnuj ApteFilippo M. Miatto

A1 Journal Article in QUANTUM

Integrated photonic reservoir computing with an all-optical readout

Chonghuai MaJoris Van KerrebrouckHong DengStijn SackesynEmmanuel GooskensBing BaiJoni DambrePeter Bienstman

A1 Journal Article in OPTICS EXPRESS

Transfer learning for photonic delay-based reservoir computing to compensate parameter drift

Ian BauwensKrishan HarkhoePeter BienstmanGuy VerschaffeltGuy Van der Sande

A1 Journal Article in NANOPHOTONICS

Influence of the input signal's phase modulation on the performance of optical delay-based reservoir computing using semiconductor lasers

Ian BauwensKrishan HarkhoePeter BienstmanGuy VerschaffeltGuy Van der Sande

A1 Journal Article in OPTICS EXPRESS

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

Simulating self-learning in photorefractive optical reservoir computers

Floris LaporteJoni DambrePeter Bienstman

A1 Journal Article in SCIENTIFIC REPORTS