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    Behavioral modeling of integrated phase-change photonic devices for neuromorphic computing applications 

    Carrillo, Santiago G.-C.; Gemo, Emanuele; Li, Xuan; Youngblood, Nathan; Katumba, Andrew; Bienstman, Peter; Pernice, Wolfram; Bhaskaran, Harish; Wright, C. David (APL Materials, 2019)
    The combination of phase-change materials and integrated photonics has led to the development of new forms of all-optical devices, including photonic memories, arithmetic and logic processors, and synaptic and neuronal ...
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    A behavioural model for integrated phase-change photonics devices 

    Carrillo, Santiago G-C; Gemo, Emanuele; Youngblood, Nathan; Li, Xuan; Katumba, Andrew; Bienstman, Peter; Pernice, Wolfram; Bhaskaran, Harish; Wright, C. David (European Phase Change and Ovonics Symposium, 2017)
    The use of phase-change materials in integrated photonics applications has enabled the development of new types of all-optical devices, including multilevel photonic memories, arithmetic and logic processors and synaptic ...
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    All-Optical Reservoir Computing on a Photonic Chip Using Silicon-Based Ring Resonators 

    Denis-Le Coarer, Florian; Sciamanna, Marc; Katumba, Andrew; Freiberger, Matthias; Dambre, Joni; Bienstman, Peter; Rontani, Damien (IEEE Journal of Selected Topics in Quantum Electronics, 2018)
    We present in our work numerical results on the performance of a 4 × 4 swirl-topology photonic reservoir integrated on a silicon chip. Nonlinearmicroring resonators are used as nodes. We analyze the performance of such ...
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    A Multiple-Input Strategy to Efficient Integrated Photonic Reservoir Computing 

    Katumba, Andrew; Freiberger, Matthias; Bienstman, Peter; Dambre, Joni (Cognitive Computation,, 2017)
    Photonic reservoir computing has evolved into a viable contender for the next generation of analog computing platforms as industry looks beyond standard transistor-based computing architectures. Integrated photonics ...
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    A Neuromorphic Silicon Photonics Nonlinear Equalizer For Optical Communications With Intensity Modulation and Direct Detection 

    Katumba, Andrew; Yin, Xin; Dambre, Joni; Bienstman, Peter (Journal of Lightwave Technology, 2019)
    We present the design and numerical study of a nonlinear equalizer for optical communications based on silicon photonics and reservoir computing. The proposed equalizer leverages the optical information processing ...
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    Low-Loss Photonic Reservoir Computing with Multimode Photonic Integrated Circuits 

    Katumba, Andrew; Heyvaert, Jelle; Schneider, Bendix; Uvin, Sarah; Dambre, Joni; Bienstman, Peter (Scientific reports, 2018)
    We present a numerical study of a passive integrated photonics reservoir computing platform based on multimodal Y-junctions. We propose a novel design of this junction where the level of adiabaticity is carefully tailored ...
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    Neuromorphic computing based on silicon photonics 

    Katumba, Andrew; Freiberger, Matthias; Laporte, Floris; Lugnan, Alessio; Sackesyn, Stijn; Ma, Chonghuai; Dambre, Joni; Bienstman, Peter (IEEE Journal of Selected Topics in Quantum Electronics, 2018)
    We present our latest progress using new neuromorphic paradigms for optical information processing in silicon photonics. We show how passive reservoir computing chips can be used to perform a variety of tasks (bit level ...
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    Numerical demonstration of neuromorphic computing with photonic crystal cavities 

    Laporte, Floris; Katumba, Andrew; Dambre, Joni; Bienstman, Peter (Optics express, 2018)
    We propose a new design for a passive photonic reservoir computer on a silicon photonics chip which can be used in the context of optical communication applications, and study it through detailed numerical simulations. ...
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    Training Passive Photonic Reservoirs with Integrated Optical Readout 

    Freiberger, Matthias; Katumba, Andrew; Bienstman, Peter; Dambre, Joni (IEEE, 2018)
    As Moore’s law comes to an end, neuromorphic approaches to computing are on the rise. One of these, passive photonic reservoir computing, is a strong candidate for computing at high bitrates (>10 Gbps) and with low ...

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    Author
    Bienstman, Peter (9)
    Katumba, Andrew (9)Dambre, Joni (7)Freiberger, Matthias (4)Bhaskaran, Harish (2)Gemo, Emanuele (2)Laporte, Floris (2)Li, Xuan (2)Pernice, Wolfram (2)Wright, C. David (2)... View More
    Subject
    Neuromorphic computing (4)Reservoir computing (3)Silicon photonics (3)Photonic Reservoir Computing (2)Reservoir Computing (2)Behavioral modeling (1)Behavioural model (1)Cognitive Computing (1)Integrated Circuits (1)Integrated Optical Readout (1)... View More
    Date Issued
    2018 (5)2017 (2)2019 (2)
    Has File(s)
    Yes (9)

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