Ghent University Academic Bibliography

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Exploiting signal propagation delays to match task memory requirements in reservoir computing

Stefan-Teodor Iacob (UGent) and Joni Dambre (UGent)

(2024) BIOMIMETICS. 9(6).
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Cluster-based input weight initialization for echo state networks

Peter Steiner, Azarakhsh Jalalvand (UGent) and Peter Birkholz

(2023) IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS. 34(10). p.7648-7659
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Photonic reservoir computing for wavelength multiplexed nonlinear fiber distortion mitigation

Emmanuel Gooskens (UGent) , Stijn Sackesyn (UGent) , Sarah Masaad (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2023) 2023 IEEE SILICON PHOTONICS CONFERENCE, SIPHOTONICS. In IEEE International Conference on Group IV Photonics
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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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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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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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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 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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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

Academic Bibliography

Exploiting signal propagation delays to match task memory requirements in reservoir computing

Cluster-based input weight initialization for echo state networks

Photonic reservoir computing for wavelength multiplexed nonlinear fiber distortion mitigation

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

Feature engineering and stacked echo state networks for musical onset detection

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

Integrated photonic delay-lasers for reservoir computing

Multipitch tracking in music signals using Echo State Networks

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

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

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