Peter Bienstman

Affiliations

Photonics Research Group, UGent - imec, Technologiepark-Zwijnaarde 126, 9052, Ghent, Belgium.

Publications (22)

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

Scientific reports

Avec: Floris Laporte , Joni Dambre , Peter Bienstman

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

Optics express

Avec: Ian Bauwens , Krishan Harkhoe , Peter Bienstman , Guy Verschaffelt , Guy Van der Sande

Demonstrating delay-based reservoir computing using a compact photonic integrated chip.

Optics express

Avec: Krishan Harkhoe , Guy Verschaffelt , Andrew Katumba , Peter Bienstman , Guy Van der Sande

Simulating self-learning in photorefractive optical reservoir computers.

Scientific reports

Avec: Floris Laporte , Joni Dambre , Peter Bienstman

Comparing different nonlinearities in readout systems for optical neuromorphic computing networks.

Scientific reports

Avec: Chonghuai Ma , Joris Lambrecht , Floris Laporte , Xin Yin , Joni Dambre , Peter Bienstman

Wavelength dimension in waveguide-based photonic reservoir computing.

Optics express

Avec: Emmanuel Gooskens , Floris Laporte , Chonghuai Ma , Stijn Sackesyn , Joni Dambre , Peter Bienstman

A training algorithm for networks of high-variability reservoirs.

Scientific reports

Avec: Matthias Freiberger , Peter Bienstman , Joni Dambre

Integrated photonic reservoir computing with an all-optical readout.

Optics express

Avec: Chonghuai Ma , Joris Van Kerrebrouck , Hong Deng , Stijn Sackesyn , Emmanuel Gooskens , Bing Bai , Joni Dambre , Peter Bienstman

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

Scientific reports

Avec: Robbe De Prins , Guy Van der Sande , Peter Bienstman

Partial coherence enhances parallelized photonic computing.

Nature

Avec: Bowei Dong , Frank Brückerhoff-Plückelmann , Lennart Meyer , Jelle Dijkstra , Ivonne Bente , Daniel Wendland , Akhil Varri , Samarth Aggarwal , Nikolaos Farmakidis , Mengyun Wang , Guoce Yang , June Sang Lee , Yuhan He , Emmanuel Gooskens , Dim-Lee Kwong , Peter Bienstman , Wolfram H P Pernice , Harish Bhaskaran

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

Optics express

Avec: Stijn Sackesyn , Chonghuai Ma , Joni Dambre , Peter Bienstman

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

Scientific reports

Avec: Chonghuai Ma , Floris Laporte , Joni Dambre , Peter Bienstman

Emerging opportunities and challenges for the future of reservoir computing.

Nature communications

Avec: Min Yan , Can Huang , Peter Bienstman , Peter Tino , Wei Lin , Jie Sun

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

Optics express

Avec: Muhammed Gouda , Steven Abreu , Peter Bienstman

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

Scientific reports

Avec: Alessio Lugnan , Emmanuel Gooskens , Jeremy Vatin , Joni Dambre , Peter Bienstman

Training Passive Photonic Reservoirs With Integrated Optical Readout.

IEEE transactions on neural networks and learning systems

Avec: Matthias Freiberger , Andrew Katumba , Peter Bienstman , Joni Dambre

Study on the limit of detection in MZI-based biosensor systems.

Scientific reports

Avec: Daan Martens , Peter Bienstman

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

Scientific reports

Avec: Emmanuel Gooskens , Stijn Sackesyn , Joni Dambre , Peter Bienstman

Enhancing the performance of coherent Ising machines in the large-noise regime with a fifth-order nonlinearity.

Optics express

Avec: Ruqi Shi , Fabian Böhm , Thomas Van Vaerenbergh , Peter Bienstman

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

Optics express

Avec: Alessio Lugnan , Santiago García-Cuevas Carrillo , C David Wright , Peter Bienstman

Programmable low-power consumption all-optical nonlinear activation functions using a micro-ring resonator with phase-change materials.

Optics express

Avec: Ziling Fu , Zhi Wang , Peter Bienstman , Rui Jiang , Jian Wang , Chongqing Wu

Threshold plasticity of SOI-GST microring resonators.

Optics express

Avec: Ziling Fu , Zhi Wang , Peter Bienstman , Rui Jiang , Tao Jia , Huiying Wang , Chao Shang , Chongqing Wu

Réseau de co-auteurs

Joni Dambre 11 collaborations

Floris Laporte 5 collaborations

Chonghuai Ma 5 collaborations

Emmanuel Gooskens 5 collaborations

Stijn Sackesyn 4 collaborations

Guy Van der Sande 3 collaborations

Krishan Harkhoe 2 collaborations

Guy Verschaffelt 2 collaborations

Andrew Katumba 2 collaborations

Matthias Freiberger 2 collaborations

Alessio Lugnan 2 collaborations

Ziling Fu 2 collaborations

Zhi Wang 2 collaborations

Rui Jiang 2 collaborations

Chongqing Wu 2 collaborations

Ian Bauwens 1 collaboration

Joris Lambrecht 1 collaboration

Xin Yin 1 collaboration

Joris Van Kerrebrouck 1 collaboration

Hong Deng 1 collaboration

Bing Bai 1 collaboration

Robbe De Prins 1 collaboration

Bowei Dong 1 collaboration

Frank Brückerhoff-Plückelmann 1 collaboration

Lennart Meyer 1 collaboration

Jelle Dijkstra 1 collaboration

Ivonne Bente 1 collaboration

Daniel Wendland 1 collaboration

Akhil Varri 1 collaboration

Samarth Aggarwal 1 collaboration

Nikolaos Farmakidis 1 collaboration

Mengyun Wang 1 collaboration

Guoce Yang 1 collaboration

June Sang Lee 1 collaboration

Yuhan He 1 collaboration

Dim-Lee Kwong 1 collaboration

Wolfram H P Pernice 1 collaboration

Harish Bhaskaran 1 collaboration

Min Yan 1 collaboration

Can Huang 1 collaboration

Peter Tino 1 collaboration

Wei Lin 1 collaboration

Jie Sun 1 collaboration

Muhammed Gouda 1 collaboration

Steven Abreu 1 collaboration

Jeremy Vatin 1 collaboration

Daan Martens 1 collaboration

Ruqi Shi 1 collaboration

Fabian Böhm 1 collaboration

Thomas Van Vaerenbergh 1 collaboration

Santiago García-Cuevas Carrillo 1 collaboration

C David Wright 1 collaboration

Jian Wang 1 collaboration

Tao Jia 1 collaboration

Huiying Wang 1 collaboration

Chao Shang 1 collaboration