Literature DB >> 32118096

Temporal pattern recognition with delayed feedback spin-torque nano-oscillators.

M Riou1, J Torrejon1, B Garitaine1, F Abreu Araujo1, P Bortolotti1, V Cros1, S Tsunegi2, K Yakushiji2, A Fukushima2, H Kubota2, S Yuasa2, D Querlioz3, M D Stiles4, J Grollier1.   

Abstract

The recent demonstration of neuromorphic computing with spin-torque nano-oscillators has opened a path to energy efficient data processing. The success of this demonstration hinged on the intrinsic short-term memory of the oscillators. In this study, we extend the memory of the spin-torque nano-oscillators through time-delayed feedback. We leverage this extrinsic memory to increase the efficiency of solving pattern recognition tasks that require memory to discriminate different inputs. The large tunability of these non-linear oscillators allows us to control and optimize the delayed feedback memory using different operating conditions of applied current and magnetic field.

Entities:  

Year:  2019        PMID: 32118096      PMCID: PMC7047780          DOI: 10.1103/physrevapplied.12.024049

Source DB:  PubMed          Journal:  Phys Rev Appl        ISSN: 2331-7019            Impact factor:   4.985


  22 in total

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4.  Optoelectronic reservoir computing.

Authors:  Y Paquot; F Duport; A Smerieri; J Dambre; B Schrauwen; M Haelterman; S Massar
Journal:  Sci Rep       Date:  2012-02-27       Impact factor: 4.379

5.  Coherent microwave generation by spintronic feedback oscillator.

Authors:  Dinesh Kumar; K Konishi; Nikhil Kumar; S Miwa; A Fukushima; K Yakushiji; S Yuasa; H Kubota; C V Tomy; A Prabhakar; Y Suzuki; A Tulapurkar
Journal:  Sci Rep       Date:  2016-08-01       Impact factor: 4.379

6.  Mutual synchronization of spin torque nano-oscillators through a long-range and tunable electrical coupling scheme.

Authors:  R Lebrun; S Tsunegi; P Bortolotti; H Kubota; A S Jenkins; M Romera; K Yakushiji; A Fukushima; J Grollier; S Yuasa; V Cros
Journal:  Nat Commun       Date:  2017-06-12       Impact factor: 14.919

7.  Parallel photonic information processing at gigabyte per second data rates using transient states.

Authors:  Daniel Brunner; Miguel C Soriano; Claudio R Mirasso; Ingo Fischer
Journal:  Nat Commun       Date:  2013       Impact factor: 14.919

8.  Efficient Synchronization of Dipolarly Coupled Vortex-Based Spin Transfer Nano-Oscillators.

Authors:  Nicolas Locatelli; Abbass Hamadeh; Flavio Abreu Araujo; Anatoly D Belanovsky; Petr N Skirdkov; Romain Lebrun; Vladimir V Naletov; Konstantin A Zvezdin; Manuel Muñoz; Julie Grollier; Olivier Klein; Vincent Cros; Grégoire de Loubens
Journal:  Sci Rep       Date:  2015-11-26       Impact factor: 4.379

9.  Sensitivity to external signals and synchronization properties of a non-isochronous auto-oscillator with delayed feedback.

Authors:  Vasil S Tiberkevich; Roman S Khymyn; Hong X Tang; Andrei N Slavin
Journal:  Sci Rep       Date:  2014-01-27       Impact factor: 4.379

10.  Fully analogue photonic reservoir computer.

Authors:  François Duport; Anteo Smerieri; Akram Akrout; Marc Haelterman; Serge Massar
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  6 in total

1.  Spintronic reservoir computing without driving current or magnetic field.

Authors:  Tomohiro Taniguchi; Amon Ogihara; Yasuhiro Utsumi; Sumito Tsunegi
Journal:  Sci Rep       Date:  2022-06-23       Impact factor: 4.996

2.  Parameters optimization method for the time-delayed reservoir computing with a nonlinear duffing mechanical oscillator.

Authors:  T Y Zheng; W H Yang; J Sun; X Y Xiong; Z T Li; X D Zou
Journal:  Sci Rep       Date:  2021-01-13       Impact factor: 4.379

3.  Long-range temporal correlations in scale-free neuromorphic networks.

Authors:  Shota Shirai; Susant Kumar Acharya; Saurabh Kumar Bose; Joshua Brian Mallinson; Edoardo Galli; Matthew D Pike; Matthew D Arnold; Simon Anthony Brown
Journal:  Netw Neurosci       Date:  2020-04-01

4.  Step-like dependence of memory function on pulse width in spintronics reservoir computing.

Authors:  Terufumi Yamaguchi; Nozomi Akashi; Kohei Nakajima; Hitoshi Kubota; Sumito Tsunegi; Tomohiro Taniguchi
Journal:  Sci Rep       Date:  2020-11-11       Impact factor: 4.379

5.  Colocalized Sensing and Intelligent Computing in Micro-Sensors.

Authors:  Mohammad H Hasan; Ali Al-Ramini; Eihab Abdel-Rahman; Roozbeh Jafari; Fadi Alsaleem
Journal:  Sensors (Basel)       Date:  2020-11-06       Impact factor: 3.576

6.  Neuromorphic computation with a single magnetic domain wall.

Authors:  Razvan V Ababei; Matthew O A Ellis; Ian T Vidamour; Dhilan S Devadasan; Dan A Allwood; Eleni Vasilaki; Thomas J Hayward
Journal:  Sci Rep       Date:  2021-08-02       Impact factor: 4.379

  6 in total

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