Photonic reservoir computer based on frequency multiplexing

August 25, 2020 Β· Declared Dead Β· πŸ› Optics Letters

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Authors Lorenz Butschek, Akram Akrout, Evangelia Dimitriadou, Alessandro Lupo, Marc Haelterman, Serge Massar arXiv ID 2008.11247 Category physics.optics Cross-listed cs.NE Citations 30 Venue Optics Letters Last Checked 2 months ago
Abstract
Reservoir computing is a brain inspired approach for information processing, well suited to analogue implementations. We report a photonic implementation of a reservoir computer that exploits frequency domain multiplexing to encode neuron states. The system processes 25 comb lines simultaneously (i.e. 25 neurons), at a rate of 20 MHz. We illustrate performances on two standard benchmark tasks: channel equalization and time series forecasting. We also demonstrate that frequency multiplexing allows output weights to be implemented in the optical domain, through optical attenuation. We discuss the perspectives for high speed high performance low footprint implementations.
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