Reservoir computing with the frequency, phase and amplitude of spin-torque nano-oscillators

Danijela Marković; Nathan Leroux; Mathieu Riou; Flavio Abreu Araujo; Jacob Torrejon; Damien Querlioz; Akio Fukushima; Shinji Yuasa; Juan Trastoy; Paolo Bortolotti; Julie Grollier

doi:10.1063/1.5079305

arXiv · 1811.00309

Reservoir computing with the frequency, phase and amplitude of spin-torque nano-oscillators

Danijela Marković·Nathan Leroux·Mathieu Riou·Flavio Abreu Araujo·Jacob Torrejon·Damien Querlioz·Akio Fukushima·Shinji Yuasa·Juan Trastoy·Paolo Bortolotti·Julie Grollier

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Abstract

Spin-torque nano-oscillators can emulate neurons at the nanoscale. Recent works show that the non-linearity of their oscillation amplitude can be leveraged to achieve waveform classification for an input signal encoded in the amplitude of the input voltage. Here we show that the frequency and the phase of the oscillator can also be used to recognize waveforms. For this purpose, we phase-lock the oscillator to the input waveform, which carries information in its modulated frequency. In this way we considerably decrease amplitude, phase and frequency noise. We show that this method allows classifying sine and square waveforms with an accuracy above 99% when decoding the output from the oscillator amplitude, phase or frequency. We find that recognition rates are directly related to the noise and non-linearity of each variable. These results prove that spin-torque nano-oscillators offer an interesting platform to implement different computing schemes leveraging their rich dynamical features.

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Danijela Marković, Nathan Leroux, Mathieu Riou, Flavio Abreu Araujo, Jacob Torrejon, Damien Querlioz, Akio Fukushima, Shinji Yuasa, Juan Trastoy, Paolo Bortolotti, Julie Grollier. 2018-11-01. Reservoir computing with the frequency, phase and amplitude of spin-torque nano-oscillators. https://doi.org/10.1063/1.5079305

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