Ghent University Academic Bibliography

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PyRCN : a toolbox for exploration and application of Reservoir Computing Networks

Peter Steiner, Azarakhsh Jalalvand (UGent) , Simon Stone and Peter Birkholz

(2022) ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE. 113.
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Time-multiplexed optical systems for reservoir computing and coherent Ising machines

G. Van der Sande, F. Bohm, K. Harkhoe, J. Pauwels, Peter Bienstman (UGent) , T. Van Vaerenbergh and G. Verschaffelt

(2021) PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS (SPIE). In Emerging Topics in Artificial Intelligence (ETAI) 11804.
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Feature engineering and stacked echo state networks for musical onset detection

P. Steiner, Azarakhsh Jalalvand (UGent) , S. Stone and P. Birkholz

(2021) ICPR2020, 25th International Conference on Pattern Recognition, Proceedings. In International Conference on Pattern Recognition p.9537-9544
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Integrated photonic delay-lasers for reservoir computing

G. Van der Sande, K. Harkhoe, Andrew Katumba (UGent) , Peter Bienstman (UGent) and G. Verschaffelt

(2020) Physics and Simulation of Optoelectronic Devices XXVIII, SPIE Photonics West Conference. In Proceedings of SPIE 11274.
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Multipitch tracking in music signals using Echo State Networks

P. Steiner, S. Stone, P. Birkholz and Azarakhsh Jalalvand (UGent)

(2020) EUSIPCO 2020, 28th European Signal Processing Conference, Proceedings. p.126-130
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A power-efficient architecture for on-chip reservoir computing

Stijn Sackesyn (UGent) , Chonghuai Ma (UGent) , Andrew Katumba (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2019) Artificial neural networks and machine learning – ICANN 2019 : workshop and special sessions. In Lecture Notes in Computer Science 11731. p.161-164
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Populations of spiking neurons for reservoir computing : closed loop control of a compliant quadruped

Alexander Vandesompele, Gabriel Urbain, Francis wyffels (UGent) and Joni Dambre (UGent)

(2019) COGNITIVE SYSTEMS RESEARCH. 58. p.317-323
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A neuromorphic silicon photonics nonlinear equalizer for optical communications with intensity modulation and direct detection

Andrew Katumba (UGent) , Xin Yin (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2019) JOURNAL OF LIGHTWAVE TECHNOLOGY. 37(10). p.2232-2239
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Training passive photonic reservoirs with integrated optical readout

Matthias Freiberger (UGent) , Andrew Katumba (UGent) , Peter Bienstman (UGent) and Joni Dambre (UGent)

(2019) IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS. 30(7). p.1943-1953
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Silicon photonics for neuromorphic information processing

Peter Bienstman (UGent) , Joni Dambre (UGent) , Andrew Katumba (UGent) , Matthias Freiberger (UGent) , Floris Laporte and Alessio Lugnan (UGent)

(2018) OPTICAL DATA SCIENCE: TRENDS SHAPING THE FUTURE OF PHOTONICS. In Proceedings of SPIE 10551. p.1-7

Academic Bibliography

PyRCN : a toolbox for exploration and application of Reservoir Computing Networks

Time-multiplexed optical systems for reservoir computing and coherent Ising machines

Feature engineering and stacked echo state networks for musical onset detection

Integrated photonic delay-lasers for reservoir computing

Multipitch tracking in music signals using Echo State Networks

A power-efficient architecture for on-chip reservoir computing

Populations of spiking neurons for reservoir computing : closed loop control of a compliant quadruped

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

Training passive photonic reservoirs with integrated optical readout

Silicon photonics for neuromorphic information processing

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