Temporal Pattern Recognition with Delayed-Feedback Spin-Torque Nano-Oscillators

doi:10.1103/PhysRevApplied.12.024049

This content will become publicly available on August 22, 2020

Title: Temporal Pattern Recognition with Delayed-Feedback Spin-Torque Nano-Oscillators

Authors:: Riou, M.; Torrejon, J.; Garitaine, B.; Abreu Araujo, F.; Bortolotti, P.; Cros, V.; Tsunegi, S.; Yakushiji, K.; Fukushima, A.; Kubota, H.; Yuasa, S.; Querlioz, D.; Stiles, M. D.; Grollier, J.

Publication Date:: 2019-08-23

Sponsoring Org.:: USDOE

OSTI Identifier:: 1564596

Grant/Contract Number:: SC0019273

Resource Type:: Publisher's Accepted Manuscript

Journal Name:: Physical Review Applied

Additional Journal Information:: Journal Name: Physical Review Applied Journal Volume: 12 Journal Issue: 2; Journal ID: ISSN 2331-7019

Publisher:: American Physical Society

Country of Publication:: United States

Language:: English

Citation Formats


                    Riou, M., Torrejon, J., Garitaine, B., Abreu Araujo, F., Bortolotti, P., Cros, V., Tsunegi, S., Yakushiji, K., Fukushima, A., Kubota, H., Yuasa, S., Querlioz, D., Stiles, M. D., and Grollier, J. Temporal Pattern Recognition with Delayed-Feedback Spin-Torque Nano-Oscillators.  United States: N. p., 2019. 
        Web.  doi:10.1103/PhysRevApplied.12.024049.

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                    Riou, M., Torrejon, J., Garitaine, B., Abreu Araujo, F., Bortolotti, P., Cros, V., Tsunegi, S., Yakushiji, K., Fukushima, A., Kubota, H., Yuasa, S., Querlioz, D., Stiles, M. D., & Grollier, J. Temporal Pattern Recognition with Delayed-Feedback Spin-Torque Nano-Oscillators.  United States.  doi:10.1103/PhysRevApplied.12.024049.

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                    Riou, M., Torrejon, J., Garitaine, B., Abreu Araujo, F., Bortolotti, P., Cros, V., Tsunegi, S., Yakushiji, K., Fukushima, A., Kubota, H., Yuasa, S., Querlioz, D., Stiles, M. D., and Grollier, J. Fri .  
        "Temporal Pattern Recognition with Delayed-Feedback Spin-Torque Nano-Oscillators".  United States.  doi:10.1103/PhysRevApplied.12.024049.

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@article{osti_1564596,

  title        = {Temporal Pattern Recognition with Delayed-Feedback Spin-Torque Nano-Oscillators},

  author       = {Riou, M. and Torrejon, J. and Garitaine, B. and Abreu Araujo, F. and Bortolotti, P. and Cros, V. and Tsunegi, S. and Yakushiji, K. and Fukushima, A. and Kubota, H. and Yuasa, S. and Querlioz, D. and Stiles, M. D. and Grollier, J.},

  abstractNote = {},

  doi          = {10.1103/PhysRevApplied.12.024049},

  journal      = {Physical Review Applied},

  number       = 2,

  volume       = 12,

  place        = {United States},

  year         = {2019},

  month        = {8}

}

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DOI: 10.1103/PhysRevApplied.12.024049

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Works referenced in this record:

Critical current and linewidth reduction in spin-torque nano-oscillators by delayed self-injection
journal, June 2015

Khalsa, Guru; Stiles, M. D.; Grollier, J.
Applied Physics Letters, Vol. 106, Issue 24
DOI: 10.1063/1.4922740

Bidirectional recurrent neural networks
journal, January 1997

Schuster, M.; Paliwal, K. K.
IEEE Transactions on Signal Processing, Vol. 45, Issue 11
DOI: 10.1109/78.650093

Direct-Current Induced Dynamics in ${C o}_{90} {F e}_{10} / {N i}_{80} {F e}_{20}$ Point Contacts
journal, January 2004

Rippard, W.; Pufall, M.; Kaka, S.
Physical Review Letters, Vol. 92, Issue 2
DOI: 10.1103/PhysRevLett.92.027201

Neuromorphic computing with nanoscale spintronic oscillators
journal, July 2017

Torrejon, Jacob; Riou, Mathieu; Araujo, Flavio Abreu
Nature, Vol. 547, Issue 7664
DOI: 10.1038/nature23011

Self-Injection Locking of a Vortex Spin Torque Oscillator by Delayed Feedback
journal, May 2016

Tsunegi, Sumito; Grimaldi, Eva; Lebrun, Romain
Scientific Reports, Vol. 6, Issue 1
DOI: 10.1038/srep26849

Efficient Synchronization of Dipolarly Coupled Vortex-Based Spin Transfer Nano-Oscillators
journal, November 2015

Locatelli, Nicolas; Hamadeh, Abbass; Abreu Araujo, Flavio
Scientific Reports, Vol. 5, Issue 1
DOI: 10.1038/srep17039

Microwave emission power exceeding 10 μW in spin torque vortex oscillator
journal, December 2016

Tsunegi, Sumito; Yakushiji, Kay; Fukushima, Akio
Applied Physics Letters, Vol. 109, Issue 25
DOI: 10.1063/1.4972305

Long-range mutual synchronization of spin Hall nano-oscillators
journal, November 2016

Awad, A. A.; Dürrenfeld, P.; Houshang, A.
Nature Physics, Vol. 13, Issue 3
DOI: 10.1038/nphys3927

Numerical and analytical investigation of the synchronization of dipolarly coupled vortex spin-torque nano-oscillators
journal, September 2013

Belanovsky, A. D.; Locatelli, N.; Skirdkov, P. N.
Applied Physics Letters, Vol. 103, Issue 12
DOI: 10.1063/1.4821073

Mutual synchronization of spin torque nano-oscillators through a long-range and tunable electrical coupling scheme
journal, June 2017

Lebrun, R.; Tsunegi, S.; Bortolotti, P.
Nature Communications, Vol. 8, Issue 1
DOI: 10.1038/ncomms15825

Harnessing Nonlinearity: Predicting Chaotic Systems and Saving Energy in Wireless Communication
journal, April 2004

Jaeger, H.
Science, Vol. 304, Issue 5667
DOI: 10.1126/science.1091277

Single-Domain Circular Nanomagnets
journal, August 1999

Cowburn, R. P.; Koltsov, D. K.; Adeyeye, A. O.
Physical Review Letters, Vol. 83, Issue 5
DOI: 10.1103/PhysRevLett.83.1042

Information processing using a single dynamical node as complex system
journal, September 2011

Appeltant, L.; Soriano, M. C.; Van der Sande, G.
Nature Communications, Vol. 2, Issue 1
DOI: 10.1038/ncomms1476

Parallel photonic information processing at gigabyte per second data rates using transient states
journal, January 2013

Brunner, Daniel; Soriano, Miguel C.; Mirasso, Claudio R.
Nature Communications, Vol. 4, Issue 1
DOI: 10.1038/ncomms2368

Optoelectronic Reservoir Computing
journal, February 2012

Paquot, Y.; Duport, F.; Smerieri, A.
Scientific Reports, Vol. 2, Issue 1
DOI: 10.1038/srep00287

Experimental demonstration of reservoir computing on a silicon photonics chip
journal, March 2014

Vandoorne, Kristof; Mechet, Pauline; Van Vaerenbergh, Thomas
Nature Communications, Vol. 5, Issue 1
DOI: 10.1038/ncomms4541

Reservoir computing with the frequency, phase, and amplitude of spin-torque nano-oscillators
journal, January 2019

Marković, D.; Leroux, N.; Riou, M.
Applied Physics Letters, Vol. 114, Issue 1
DOI: 10.1063/1.5079305

Sensitivity to external signals and synchronization properties of a non-isochronous auto-oscillator with delayed feedback
journal, January 2014

Tiberkevich, Vasil S.; Khymyn, Roman S.; Tang, Hong X.
Scientific Reports, Vol. 4, Issue 1
DOI: 10.1038/srep03873

Coherent microwave generation by spintronic feedback oscillator
journal, August 2016

Kumar, Dinesh; Konishi, K.; Kumar, Nikhil
Scientific Reports, Vol. 6, Issue 1
DOI: 10.1038/srep30747

Properties of magnetic tunnel junctions with a MgO/CoFeB/Ta/CoFeB/MgO recording structure down to junction diameter of 11 nm
journal, August 2014

Sato, H.; Enobio, E. C. I.; Yamanouchi, M.
Applied Physics Letters, Vol. 105, Issue 6
DOI: 10.1063/1.4892924

High-performance photonic reservoir computer based on a coherently driven passive cavity
journal, January 2015

Vinckier, Quentin; Duport, François; Smerieri, Anteo
Optica, Vol. 2, Issue 5
DOI: 10.1364/OPTICA.2.000438

Vowel recognition with four coupled spin-torque nano-oscillators
journal, October 2018

Romera, Miguel; Talatchian, Philippe; Tsunegi, Sumito
Nature, Vol. 563, Issue 7730
DOI: 10.1038/s41586-018-0632-y

Physical reservoir computing based on spin torque oscillator with forced synchronization
journal, April 2019

Tsunegi, Sumito; Taniguchi, Tomohiro; Nakajima, Kohei
Applied Physics Letters, Vol. 114, Issue 16
DOI: 10.1063/1.5081797

Spintronic Nanodevices for Bioinspired Computing
journal, October 2016

Grollier, Julie; Querlioz, Damien; Stiles, Mark D.
Proceedings of the IEEE, Vol. 104, Issue 10
DOI: 10.1109/JPROC.2016.2597152

Real-Time Computing Without Stable States: A New Framework for Neural Computation Based on Perturbations
journal, November 2002

Maass, Wolfgang; Natschläger, Thomas; Markram, Henry
Neural Computation, Vol. 14, Issue 11
DOI: 10.1162/089976602760407955

Long Short-Term Memory
journal, November 1997

Hochreiter, Sepp; Schmidhuber, Jürgen
Neural Computation, Vol. 9, Issue 8
DOI: 10.1162/neco.1997.9.8.1735

Microwave oscillations of a nanomagnet driven by a spin-polarized current
journal, September 2003

Kiselev, S. I.; Sankey, J. C.; Krivorotov, I. N.
Nature, Vol. 425, Issue 6956
DOI: 10.1038/nature01967

Toward optical signal processing using Photonic Reservoir Computing
journal, January 2008

Vandoorne, Kristof; Dierckx, Wouter; Schrauwen, Benjamin
Optics Express, Vol. 16, Issue 15
DOI: 10.1364/OE.16.011182

All-optical reservoir computing
journal, January 2012

Duport, François; Schneider, Bendix; Smerieri, Anteo
Optics Express, Vol. 20, Issue 20
DOI: 10.1364/OE.20.022783

Fully analogue photonic reservoir computer
journal, March 2016

Duport, François; Smerieri, Anteo; Akrout, Akram
Scientific Reports, Vol. 6, Issue 1
DOI: 10.1038/srep22381

All-optical reservoir computer based on saturation of absorption
journal, January 2014

Dejonckheere, Antoine; Duport, François; Smerieri, Anteo
Optics Express, Vol. 22, Issue 9
DOI: 10.1364/OE.22.010868

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Similar Records

This content will become publicly available on August 22, 2020

Title: Temporal Pattern Recognition with Delayed-Feedback Spin-Torque Nano-Oscillators

Citation Formats

Critical current and linewidth reduction in spin-torque nano-oscillators by delayed self-injection journal, June 2015

Bidirectional recurrent neural networks journal, January 1997

Direct-Current Induced Dynamics in C o 90 F e 10 / N i 80 F e 20 Point Contacts journal, January 2004

Neuromorphic computing with nanoscale spintronic oscillators journal, July 2017

Self-Injection Locking of a Vortex Spin Torque Oscillator by Delayed Feedback journal, May 2016

Efficient Synchronization of Dipolarly Coupled Vortex-Based Spin Transfer Nano-Oscillators journal, November 2015

Microwave emission power exceeding 10 μW in spin torque vortex oscillator journal, December 2016

Long-range mutual synchronization of spin Hall nano-oscillators journal, November 2016

Numerical and analytical investigation of the synchronization of dipolarly coupled vortex spin-torque nano-oscillators journal, September 2013

Mutual synchronization of spin torque nano-oscillators through a long-range and tunable electrical coupling scheme journal, June 2017

Harnessing Nonlinearity: Predicting Chaotic Systems and Saving Energy in Wireless Communication journal, April 2004

Single-Domain Circular Nanomagnets journal, August 1999

Information processing using a single dynamical node as complex system journal, September 2011

Parallel photonic information processing at gigabyte per second data rates using transient states journal, January 2013

Optoelectronic Reservoir Computing journal, February 2012

Experimental demonstration of reservoir computing on a silicon photonics chip journal, March 2014

Reservoir computing with the frequency, phase, and amplitude of spin-torque nano-oscillators journal, January 2019

Sensitivity to external signals and synchronization properties of a non-isochronous auto-oscillator with delayed feedback journal, January 2014

Coherent microwave generation by spintronic feedback oscillator journal, August 2016

Properties of magnetic tunnel junctions with a MgO/CoFeB/Ta/CoFeB/MgO recording structure down to junction diameter of 11 nm journal, August 2014

High-performance photonic reservoir computer based on a coherently driven passive cavity journal, January 2015

Vowel recognition with four coupled spin-torque nano-oscillators journal, October 2018

Physical reservoir computing based on spin torque oscillator with forced synchronization journal, April 2019

Spintronic Nanodevices for Bioinspired Computing journal, October 2016

Real-Time Computing Without Stable States: A New Framework for Neural Computation Based on Perturbations journal, November 2002

Long Short-Term Memory journal, November 1997

Microwave oscillations of a nanomagnet driven by a spin-polarized current journal, September 2003

Toward optical signal processing using Photonic Reservoir Computing journal, January 2008

All-optical reservoir computing journal, January 2012

Fully analogue photonic reservoir computer journal, March 2016

All-optical reservoir computer based on saturation of absorption journal, January 2014

Critical current and linewidth reduction in spin-torque nano-oscillators by delayed self-injection
journal, June 2015

Bidirectional recurrent neural networks
journal, January 1997

Direct-Current Induced Dynamics in ${C o}_{90} {F e}_{10} / {N i}_{80} {F e}_{20}$ Point Contacts
journal, January 2004

Neuromorphic computing with nanoscale spintronic oscillators
journal, July 2017

Self-Injection Locking of a Vortex Spin Torque Oscillator by Delayed Feedback
journal, May 2016

Efficient Synchronization of Dipolarly Coupled Vortex-Based Spin Transfer Nano-Oscillators
journal, November 2015

Microwave emission power exceeding 10 μW in spin torque vortex oscillator
journal, December 2016

Long-range mutual synchronization of spin Hall nano-oscillators
journal, November 2016

Numerical and analytical investigation of the synchronization of dipolarly coupled vortex spin-torque nano-oscillators
journal, September 2013

Mutual synchronization of spin torque nano-oscillators through a long-range and tunable electrical coupling scheme
journal, June 2017

Harnessing Nonlinearity: Predicting Chaotic Systems and Saving Energy in Wireless Communication
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Single-Domain Circular Nanomagnets
journal, August 1999

Information processing using a single dynamical node as complex system
journal, September 2011

Parallel photonic information processing at gigabyte per second data rates using transient states
journal, January 2013

Optoelectronic Reservoir Computing
journal, February 2012

Experimental demonstration of reservoir computing on a silicon photonics chip
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Reservoir computing with the frequency, phase, and amplitude of spin-torque nano-oscillators
journal, January 2019

Sensitivity to external signals and synchronization properties of a non-isochronous auto-oscillator with delayed feedback
journal, January 2014

Coherent microwave generation by spintronic feedback oscillator
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Properties of magnetic tunnel junctions with a MgO/CoFeB/Ta/CoFeB/MgO recording structure down to junction diameter of 11 nm
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