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Volumn 51, Issue 10, 2015, Pages

Coupled Spin Torque Nano Oscillators for Low Power Neural Computation

Author keywords

coupled spin torque nano oscillators; frequency locking; injection locking; low power; neural networks; programmable resistive crossbar

Indexed keywords

CHARACTER RECOGNITION; ENERGY UTILIZATION; HARDWARE; LOW POWER ELECTRONICS; MAGNETIC COUPLINGS; NEURAL NETWORKS; NEURONS;

EID: 84942342275     PISSN: 00189464     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMAG.2015.2443042     Document Type: Article
Times cited : (73)

References (36)
  • 2
    • 62549151248 scopus 로고    scopus 로고
    • Hybrid CMOS/nanoelectronic circuits: Opportunities and challenges
    • Dec.
    • K. K. Likharev, "Hybrid CMOS/nanoelectronic circuits: Opportunities and challenges, " J. Nanoelectron. Optoelectron., vol. 3, no. 3, pp. 203-230, Dec. 2008.
    • (2008) J. Nanoelectron. Optoelectron. , vol.3 , Issue.3 , pp. 203-230
    • Likharev, K.K.1
  • 3
    • 0023331258 scopus 로고
    • An introduction to computing with neural nets, "
    • Apr.
    • R. P. Lippmann, "An introduction to computing with neural nets, " IEEE ASSP Mag., vol. 4, no. 2, pp. 4-22, Apr. 1987.
    • (1987) IEEE ASSP Mag. , vol.4 , Issue.2 , pp. 4-22
    • Lippmann, R.P.1
  • 4
    • 34548685897 scopus 로고    scopus 로고
    • Self-organized computation with unreliable, memristive nanodevices
    • G. S. Snider, "Self-organized computation with unreliable, memristive nanodevices, " Nanotechnology, vol. 18, no. 36, p. 365202, 2007.
    • (2007) Nanotechnology , vol.18 , Issue.36 , pp. 365202
    • Snider, G.S.1
  • 6
    • 84889633757 scopus 로고    scopus 로고
    • Overview of beyond-CMOS devices and a uniform methodology for their benchmarking
    • Dec.
    • D. E. Nikonov and I. A. Young, "Overview of beyond-CMOS devices and a uniform methodology for their benchmarking, " Proc. IEEE, vol. 101, no. 12, pp. 2498-2533, Dec. 2013.
    • (2013) Proc. IEEE , vol.101 , Issue.12 , pp. 2498-2533
    • Nikonov, D.E.1    Young, I.A.2
  • 8
    • 84879876861 scopus 로고    scopus 로고
    • Ultra low power associative computing with spin neurons and resistive crossbar memory
    • Art. ID 107
    • M. Sharad, D. Fan, and K. Roy, "Ultra low power associative computing with spin neurons and resistive crossbar memory, " in Proc. 50th Annu. Design Autom. Conf. (DAC), 2013, Art. ID 107.
    • (2013) Proc. 50th Annu. Design Autom. Conf. (DAC)
    • Sharad, M.1    Fan, D.2    Roy, K.3
  • 9
    • 84942344133 scopus 로고    scopus 로고
    • STT-SNN: A spin-transfer-torque based soft-limiting non-linear neuron for low-power artificial neural networks, "
    • Jun.
    • D. Fan, Y. Shim, A. Raghunathan, and K. Roy, "STT-SNN: A spin-transfer-torque based soft-limiting non-linear neuron for low-power artificial neural networks, " IEEE Trans. Nanotechnol., vol. 99, Jun. 2015.
    • (2015) IEEE Trans. Nanotechnol. , vol.99
    • Fan, D.1    Shim, Y.2    Raghunathan, A.3    Roy, K.4
  • 10
    • 84976455784 scopus 로고    scopus 로고
    • Spin orbit torque based electronic neuron
    • A. Sengupta, S. H. Choday, Y. Kim, and K. Roy, "Spin orbit torque based electronic neuron, " Appl. Phys. Lett., vol. 106, no. 14, p. 143701, 2015.
    • (2015) Appl. Phys. Lett. , vol.106 , Issue.14 , pp. 143701
    • Sengupta, A.1    Choday, S.H.2    Kim, Y.3    Roy, K.4
  • 11
    • 0030174367 scopus 로고    scopus 로고
    • Current-driven excitation of magnetic multilayers
    • Jun.
    • J. C. Slonczewski, "Current-driven excitation of magnetic multilayers, " J. Magn. Magn. Mater., vol. 159, nos. 1-2, pp. L1-L7, Jun. 1996.
    • (1996) J. Magn. Magn. Mater. , vol.159 , Issue.1-2 , pp. L1-L7
    • Slonczewski, J.C.1
  • 12
    • 12344266795 scopus 로고    scopus 로고
    • Boltzmann test of Slonczewski's theory of spin-transfer torque
    • Nov.
    • J. Xiao, A. Zangwill, and M. D. Stiles, "Boltzmann test of Slonczewski's theory of spin-transfer torque, " Phys. Rev. B, vol. 70, p. 172405, Nov. 2004.
    • (2004) Phys. Rev. B , vol.70 , pp. 172405
    • Xiao, J.1    Zangwill, A.2    Stiles, M.D.3
  • 14
    • 84942344134 scopus 로고    scopus 로고
    • accessed Dec. 2013
    • Object Oriented Micro-Magnetic Framework (OOMMF). [Online]. Available: http://math.nist.gov/oommf/, accessed Dec. 2013.
  • 15
    • 29644435821 scopus 로고    scopus 로고
    • Mechanisms limiting the coherence time of spontaneous magnetic oscillations driven by dc spin-polarized currents
    • Dec.
    • J. C. Sankey et al., "Mechanisms limiting the coherence time of spontaneous magnetic oscillations driven by dc spin-polarized currents, " Phys. Rev. B, vol. 72, p. 224427, Dec. 2005.
    • (2005) Phys. Rev. B , vol.72 , pp. 224427
    • Sankey, J.C.1
  • 16
    • 77954947005 scopus 로고    scopus 로고
    • Spin-transfer-torque-induced rf oscillations in CoFeB/MgO/CoFeB magnetic tunnel junctions under a perpendicular magnetic field
    • Mar.
    • T. Wada et al., "Spin-transfer-torque-induced rf oscillations in CoFeB/MgO/CoFeB magnetic tunnel junctions under a perpendicular magnetic field, " Phys. Rev. B, vol. 81, p. 104410, Mar. 2010.
    • (2010) Phys. Rev. B , vol.81 , pp. 104410
    • Wada, T.1
  • 17
    • 84875198010 scopus 로고    scopus 로고
    • Ultralow-current-density and bias-field-free spin-transfer nano-oscillator
    • Mar.
    • Z. Zeng et al., "Ultralow-current-density and bias-field-free spin-transfer nano-oscillator, " Sci. Rep., vol. 3, p. 1426, Mar. 2013.
    • (2013) Sci. Rep. , vol.3 , pp. 1426
    • Zeng, Z.1
  • 19
    • 27744592659 scopus 로고    scopus 로고
    • Phase-locking in double-point-contact spin-transfer devices
    • Sep.
    • F. B. Mancoff, N. D. Rizzo, B. N. Engel, and S. Tehrani, "Phase-locking in double-point-contact spin-transfer devices, " Nature Lett., vol. 437, pp. 393-395, Sep. 2005.
    • (2005) Nature Lett. , vol.437 , pp. 393-395
    • Mancoff, F.B.1    Rizzo, N.D.2    Engel, B.N.3    Tehrani, S.4
  • 22
    • 46949096020 scopus 로고    scopus 로고
    • Coupling efficiency for phase locking of a spin transfer nano-oscillator to a microwave current
    • Jul.
    • B. Georges et al., "Coupling efficiency for phase locking of a spin transfer nano-oscillator to a microwave current, " Phys. Rev. Lett., vol. 101, p. 017201, Jul. 2008.
    • (2008) Phys. Rev. Lett. , vol.101 , pp. 017201
    • Georges, B.1
  • 23
    • 33747353312 scopus 로고    scopus 로고
    • Dynamic magnetization states of a spin valve in the presence of dc and ac currents: Synchronization, modification, and chaos
    • Aug.
    • Z. Li, Y. C. Li, and S. Zhang, "Dynamic magnetization states of a spin valve in the presence of dc and ac currents: Synchronization, modification, and chaos, " Phys. Rev. B, vol. 74, p. 054417, Aug. 2006.
    • (2006) Phys. Rev. B , vol.74 , pp. 054417
    • Li, Z.1    Li, Y.C.2    Zhang, S.3
  • 24
    • 84889660204 scopus 로고    scopus 로고
    • Time required to injection-lock spin torque nanoscale oscillators
    • W. Rippard, M. Pufall, and A. Kos, "Time required to injection-lock spin torque nanoscale oscillators, " Appl. Phys. Lett., vol. 103, no. 18, p. 182403, 2013.
    • (2013) Appl. Phys. Lett. , vol.103 , Issue.18 , pp. 182403
    • Rippard, W.1    Pufall, M.2    Kos, A.3
  • 25
    • 33644559678 scopus 로고    scopus 로고
    • Synchronization of spin-transfer oscillators driven by stimulated microwave currents
    • Feb.
    • J. Grollier, V. Cros, and A. Fert, "Synchronization of spin-transfer oscillators driven by stimulated microwave currents, " Phys. Rev. B, vol. 73, no. 6, p. 060409, Feb. 2006.
    • (2006) Phys. Rev. B , vol.73 , Issue.6 , pp. 060409
    • Grollier, J.1    Cros, V.2    Fert, A.3
  • 26
    • 33747703701 scopus 로고    scopus 로고
    • Electrical measurement of spin-wave interactions of proximate spin transfer nanooscillators
    • Aug.
    • M. R. Pufall, W. H. Rippard, S. E. Russek, S. Kaka, and J. A. Katine, "Electrical measurement of spin-wave interactions of proximate spin transfer nanooscillators, " Phys. Rev. Lett., vol. 97, no. 8, p. 087206, Aug. 2006.
    • (2006) Phys. Rev. Lett. , vol.97 , Issue.8 , pp. 087206
    • Pufall, M.R.1    Rippard, W.H.2    Russek, S.E.3    Kaka, S.4    Katine, J.A.5
  • 27
    • 0015671993 scopus 로고
    • A study of locking phenomena in oscillators
    • Oct.
    • R. Adler, "A study of locking phenomena in oscillators, " Proc. IEEE, vol. 61, no. 10, pp. 1380-1385, Oct. 1973.
    • (1973) Proc. IEEE , vol.61 , Issue.10 , pp. 1380-1385
    • Adler, R.1
  • 30
    • 84883524945 scopus 로고    scopus 로고
    • Nanoscale RRAM-based synaptic electronics: Toward a neuromorphic computing device
    • S. Park et al., "Nanoscale RRAM-based synaptic electronics: Toward a neuromorphic computing device, " Nanotechnology, vol. 24, no. 38, p. 384009, 2013.
    • (2013) Nanotechnology , vol.24 , Issue.38 , pp. 384009
    • Park, S.1
  • 31
    • 84856999635 scopus 로고    scopus 로고
    • Phase change memory as synapse for ultra-dense neuromorphic systems: Application to complex visual pattern extraction
    • Dec.
    • M. Suri et al., "Phase change memory as synapse for ultra-dense neuromorphic systems: Application to complex visual pattern extraction, " in Proc. IEEE Int. Electron Devices Meeting (IEDM), Dec. 2011, pp. 4.4.1-4.4.4.
    • (2011) Proc. IEEE Int. Electron Devices Meeting (IEDM) , pp. 441-444
    • Suri, M.1
  • 34
    • 84855642454 scopus 로고    scopus 로고
    • Bit-cell level optimization for non-volatile memories using magnetic tunnel junctions and spin-transfer torque switching, "
    • Jan.
    • X. Fong, S. H. Choday, and K. Roy, "Bit-cell level optimization for non-volatile memories using magnetic tunnel junctions and spin-transfer torque switching, " IEEE Trans. Nanotechnol., vol. 11, no. 1, pp. 172-181, Jan. 2012.
    • (2012) IEEE Trans. Nanotechnol. , vol.11 , Issue.1 , pp. 172-181
    • Fong, X.1    Choday, S.H.2    Roy, K.3
  • 35
    • 84942324135 scopus 로고    scopus 로고
    • accessed Dec. 2013
    • Hspice circuit simulator. [online]. Available: http://www.synopsys.com/tools/verification/amsverification/circuitsimulation/hspice/Pages/default.aspx, accessed Dec. 2013.
    • Hspice Circuit Simulator
  • 36
    • 84906812702 scopus 로고    scopus 로고
    • SPINDLE: SPINtronic deep learning engine for large-scale neuromorphic computing
    • S. G. Ramasubramanian et al., "SPINDLE: SPINtronic deep learning engine for large-scale neuromorphic computing, " in Proc. ISLPED, pp. 15-20, 2014.
    • (2014) Proc. ISLPED , pp. 15-20
    • Ramasubramanian, S.G.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.