RAPID TIME-SERIES PREDICTION WITH HARDWARE-BASED RESERVOIR COMPUTER

Reservoir computing systems and methods provide rapid processing speed by the reservoir and by the output layer. A hardware implementation of reservoir computing is based on an autonomous, time-delay, Boolean network realized on a readily-available platform known as a field-programmable gate array (...

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Bibliographische Detailangaben
Hauptverfasser: CANADAY, Daniel, GAUTHIER, Daniel, GRIFFITH, Aaron
Format: Patent
Sprache:eng
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Zusammenfassung:Reservoir computing systems and methods provide rapid processing speed by the reservoir and by the output layer. A hardware implementation of reservoir computing is based on an autonomous, time-delay, Boolean network realized on a readily-available platform known as a field-programmable gate array (FPGA). This approach allows for a seamless coupling of the reservoir to the output layer due to the spatially simple nature of the reservoir state and because matrix multiplication of a Boolean vector can be realized with compact Boolean logic. Embodiments may be used to predict the behavior of a chaotic dynamical system.