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Browsing by Author "Verschaffelt, Guy"

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    Cascading photonic reservoirs with deep neural networks increases computational performance

    Bauwens, Jan
    ;
    Van der Sande, Guy
    ;
    Bienstman, Peter  
    ;
    Verschaffelt, Guy
    Proceedings paper
    2024, Conference on Machine Learning in Photonics, APR 08-12, 2024, p.Art. 1301710
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    Combining a passive spatial photonic reservoir computer with a semiconductor laser increases its nonlinear computational capacity

    Bauwens, Jan  
    ;
    Harkhoe, Krishan
    ;
    Gooskens, Emmanuel  
    ;
    Bienstman, Peter  
    ;
    Verschaffelt, Guy
    Journal article
    2024, OPTICS EXPRESS, (32) 14, p.24328-24345
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    Demonstrating delay-based reservoir computing using a compact photonic integrated chip

    Harkhoe, K.
    ;
    Verschaffelt, Guy
    ;
    Katumba, Andrew
    ;
    Bienstman, Peter  
    ;
    Van der Sande, G.
    Journal article
    2020-02, Optics Express, (28) 3, p.3086-3096
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    Impact of phase modulation on the performance of photonic delay-based reservoir computing with semiconductor lasers

    Bauwens, Ian
    ;
    Harkhoe, Krishan
    ;
    Bienstman, Peter  
    ;
    Verschaffelt, Guy
    ;
    van der Sande, Guy
    Proceedings paper
    2022, Conference on Nonlinear Optics and Its Applications, APR 03-MAY 20, 2022, p.Art. 121430L
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    Increasing the nonlinear computational capacity of a spatial photonic reservoir computing system

    Bauwens, Jan  
    ;
    Harkhoe, Krishan
    ;
    Gooskens, Emmanuel  
    ;
    Bienstman, Peter  
    ;
    Verschaffelt, Guy
    Proceedings paper
    2024, Conference on Machine Learning in Photonics, APR 08-12, 2024, p.Art. 1301717
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    Influence of the input signal's phase modulation on the performance of optical delay-based reservoir computing using semiconductor lasers

    Bauwens, Ian
    ;
    Harkhoe, Krishan
    ;
    Bienstman, Peter  
    ;
    Verschaffelt, Guy
    ;
    Van der Sande, Guy
    Journal article
    2022, OPTICS EXPRESS, (30) 8, p.13434-13446
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    Integrated photonic delay-lasers for reservoir computing

    Van der Sande, Guy
    ;
    Harkhoe, Krishan
    ;
    Katumba, Andrew
    ;
    Bienstman, Peter  
    ;
    Verschaffelt, Guy
    Proceedings paper
    2020, Conference on Physics and Simulation of Optoelectronic Devices XXVIII, FEB 03-06, 2020, p.112740D
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    Semiconductor lasers with delayed optical feedback for reservoir computing: short external cavities and multi-mode lasers

    Van der Sande, Guy
    ;
    Harkhoe, Krishan
    ;
    Katumba, Andrew
    ;
    Bienstman, Peter  
    ;
    Verschaffelt, Guy
    Meeting abstract
    2018, International Conference on Control of Self-Organizing Nonlinear Systems, 9/09/2018, p.9
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    Transfer learning for photonic delay-based reservoir computing to compensate parameter drift

    Bauwens, Ian
    ;
    Harkhoe, Krishan
    ;
    Bienstman, Peter  
    ;
    Verschaffelt, Guy
    ;
    Van der Sande, Guy
    Journal article
    2023, NANOPHOTONICS, (12) 5, p.949-961
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    Using photonic reservoirs as preprocessors for deep neural networks

    Bauwens, Ian
    ;
    van der Sande, Guy
    ;
    Bienstman, Peter  
    ;
    Verschaffelt, Guy
    Journal article
    2022, FRONTIERS IN PHYSICS, 10, p.1051941

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