Search Results for author: Marc Haelterman

Found 8 papers, 0 papers with code

Random pattern and frequency generation using a photonic reservoir computer with output feedback

no code implementations19 Dec 2020 Piotr Antonik, Michiel Hermans, Marc Haelterman, Serge Massar

We demonstrate the first opto-electronic reservoir computer with output feedback and test it on two examples of time series generation tasks: frequency and random pattern generation.

Time Series Time Series Analysis +1

Online training for high-performance analogue readout layers in photonic reservoir computers

no code implementations19 Dec 2020 Piotr Antonik, Marc Haelterman, Serge Massar

We show numerically that online learning allows to circumvent the added complexity of the analogue layer and obtain the same level of performance as with a digital layer.

Embodiment of Learning in Electro-Optical Signal Processors

no code implementations20 Oct 2016 Michiel Hermans, Piotr Antonik, Marc Haelterman, Serge Massar

Delay-coupled electro-optical systems have received much attention for their dynamical properties and their potential use in signal processing.

speech-recognition Speech Recognition

Analog readout for optical reservoir computers

no code implementations NeurIPS 2012 Anteo Smerieri, François Duport, Yvon Paquot, Benjamin Schrauwen, Marc Haelterman, Serge Massar

Operating speeds allowing for real time information operation have been reached using optoelectronic systems.

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