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Volumn 10, Issue 6, 2016, Pages 1152-1160

Proposal for an all-spin artificial neural network: Emulating neural and synaptic functionalities through domain wall motion in ferromagnets

Author keywords

Artificial neural networks; Domain wall; Neuromorphic computing; Spin orbit torque; Spintronics

Indexed keywords

BRAIN MAPPING; CMOS INTEGRATED CIRCUITS; DOMAIN WALLS; ENERGY CONSERVATION; MEMRISTORS; NETWORK ARCHITECTURE; NETWORK LAYERS; NEURONS; PATTERN RECOGNITION SYSTEMS; SPINTRONICS; WALLS (STRUCTURAL PARTITIONS);

EID: 84969581374     PISSN: 19324545     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBCAS.2016.2525823     Document Type: Article
Times cited : (198)

References (27)
  • 1
    • 84910651844 scopus 로고    scopus 로고
    • Deep learning in neural networks: An overview
    • J. Schmidhuber, "Deep learning in neural networks: An overview," Neural Networks, vol. 61, pp. 85-117, 2015.
    • (2015) Neural Networks , vol.61 , pp. 85-117
    • Schmidhuber, J.1
  • 2
    • 84885651650 scopus 로고    scopus 로고
    • Nanoscale electronic synapses using phase change devices
    • B. L. Jackson et al., "Nanoscale electronic synapses using phase change devices," ACM J. Emerg. Technol. Comput. Syst., vol. 9, no. 2, pp. 12, 2013.
    • (2013) ACM J. Emerg. Technol. Comput. Syst. , vol.9 , Issue.2 , pp. 12
    • Jackson, B.L.1
  • 3
    • 84861089198 scopus 로고    scopus 로고
    • Nano-electronic programmable synapses based on phase change materials for brain-inspired computing
    • D. Kuzum, R. G. Jeyasingh, B. Lee, and H.-S. P. Wong, "Nano-electronic programmable synapses based on phase change materials for brain-inspired computing," Nano Lett., vol. 12, no. 5, pp. 2179-2186, 2011.
    • (2011) Nano Lett. , vol.12 , Issue.5 , pp. 2179-2186
    • Kuzum, D.1    Jeyasingh, R.G.2    Lee, B.3    Wong, H.-S.P.4
  • 4
    • 77951026760 scopus 로고    scopus 로고
    • Nanoscale memristor device as synapse in neuromorphic systems
    • S. H. Jo, T. Chang, I. Ebong, B. B. Bhadviya, P. Mazumder, and W. Lu, "Nanoscale memristor device as synapse in neuromorphic systems," Nano Lett., vol. 10, no. 4, pp. 1297-1301, 2010.
    • (2010) Nano Lett. , vol.10 , Issue.4 , pp. 1297-1301
    • Jo, S.H.1    Chang, T.2    Ebong, I.3    Bhadviya, B.B.4    Mazumder, P.5    Lu, W.6
  • 6
    • 79957794135 scopus 로고    scopus 로고
    • Floating gate synapses with spike-time-dependent plasticity
    • S. Ramakrishnan, P. E. Hasler, and C. Gordon, "Floating gate synapses with spike-time-dependent plasticity," IEEE Trans. Biomed. Circuits Syst., vol. 5, no. 3, pp. 244-252, 2011.
    • (2011) IEEE Trans. Biomed. Circuits Syst. , vol.5 , Issue.3 , pp. 244-252
    • Ramakrishnan, S.1    Hasler, P.E.2    Gordon, C.3
  • 7
    • 84924216483 scopus 로고    scopus 로고
    • Spin-orbittorque induced spike-timing dependent plasticity
    • A. Sengupta, Z. Al Azim, X. Fong, and K. Roy, "Spin-orbittorque induced spike-timing dependent plasticity," Appl. Phys. Lett., vol. 106, no. 9, 2015, Art. no. 093704.
    • (2015) Appl. Phys. Lett. , vol.106 , Issue.9
    • Sengupta, A.1    Al Azim, Z.2    Fong, X.3    Roy, K.4
  • 8
    • 84891448643 scopus 로고    scopus 로고
    • Spin-neurons: A possible path to energy-efficient neuromorphic computers
    • M. Sharad, D. Fan, and K. Roy, "Spin-neurons: A possible path to energy-efficient neuromorphic computers," J. Appl. Phys., vol. 114, no. 23, 2013, Art. no. 234906.
    • (2013) J. Appl. Phys. , vol.114 , Issue.23
    • Sharad, M.1    Fan, D.2    Roy, K.3
  • 9
    • 84863749739 scopus 로고    scopus 로고
    • Spin-based neuron model with domain-wall magnets as synapse
    • M. Sharad, C. Augustine, G. Panagopoulos, and K. Roy, "Spin-based neuron model with domain-wall magnets as synapse," IEEE Trans. Nanotechnol., vol. 11, no. 4, pp. 843-853, 2012.
    • (2012) IEEE Trans. Nanotechnol. , vol.11 , Issue.4 , pp. 843-853
    • Sharad, M.1    Augustine, C.2    Panagopoulos, G.3    Roy, K.4
  • 10
    • 84976455784 scopus 로고    scopus 로고
    • Spin orbit torque based electronic neuron
    • Art. no 143701
    • A. Sengupta, S. H. Choday, Y. Kim, and K. Roy, "Spin orbit torque based electronic neuron," Appl. Phys. Lett., vol. 106, no. 14, 2015, Art. no. 143701.
    • (2015) Appl. Phys. Lett. , vol.106 , Issue.14
    • Sengupta, A.1    Choday, S.H.2    Kim, Y.3    Roy, K.4
  • 11
    • 84879415577 scopus 로고    scopus 로고
    • Current-driven dynamics of chiral ferromagnetic domain walls
    • S. Emori, U. Bauer, S.-M. Ahn, E. Martinez, and G. S. Beach, "Current-driven dynamics of chiral ferromagnetic domain walls," Nature Mater., vol. 12, no. 7, pp. 611-616, 2013.
    • (2013) Nature Mater. , vol.12 , Issue.7 , pp. 611-616
    • Emori, S.1    Bauer, U.2    Ahn, S.-M.3    Martinez, E.4    Beach, G.S.5
  • 12
    • 84902583780 scopus 로고    scopus 로고
    • Current-driven dynamics of Dzyaloshinskii domain walls in the presence of in-plane fields: Full micromagnetic and one-dimensional analysis
    • Art. no 213909
    • E. Martinez, S. Emori, N. Perez, L. Torres, and G. S. Beach, "Current-driven dynamics of Dzyaloshinskii domain walls in the presence of in-plane fields: Full micromagnetic and one-dimensional analysis," J. Appl. Phys., vol. 115, no. 21, 2014, Art. no. 213909.
    • (2014) J. Appl. Phys. , vol.115 , Issue.21
    • Martinez, E.1    Emori, S.2    Perez, N.3    Torres, L.4    Beach, G.S.5
  • 14
    • 84901463895 scopus 로고    scopus 로고
    • Chiral spin torque arising from proximity-induced magnetization
    • K.-S. Ryu, S.-H. Yang, L. Thomas, and S. S. Parkin, "Chiral spin torque arising from proximity-induced magnetization," Nature Commun., vol. 5, 2014.
    • (2014) Nature Commun. , vol.5
    • Ryu, K.-S.1    Yang, S.-H.2    Thomas, L.3    Parkin, S.S.4
  • 15
    • 84880210903 scopus 로고    scopus 로고
    • Chiral spin torque at magnetic domain walls
    • K.-S. Ryu, L. Thomas, S.-H. Yang, and S. Parkin, "Chiral spin torque at magnetic domain walls," Nature Nanotechnol., vol. 8, no. 7, pp. 527-533, 2013.
    • (2013) Nature Nanotechnol. , vol.8 , Issue.7 , pp. 527-533
    • Ryu, K.-S.1    Thomas, L.2    Yang, S.-H.3    Parkin, S.4
  • 16
    • 0001397726 scopus 로고
    • Conductance and exchange coupling of two ferro-magnets separated by a tunneling barrier
    • J. C. Slonczewski, "Conductance and exchange coupling of two ferro-magnets separated by a tunneling barrier," Phys. Rev. B, vol. 39, no. 10, p. 6995, 1989.
    • (1989) Phys. Rev. B , vol.39 , Issue.10 , pp. 6995
    • Slonczewski, J.C.1
  • 18
    • 10044257857 scopus 로고    scopus 로고
    • Giant room-temperature magnetoresistance in single-crystal Fe/MgO/Fe magnetic tunnel junctions
    • S. Yuasa, T. Nagahama, A. Fukushima, Y. Suzuki, and K. Ando, "Giant room-temperature magnetoresistance in single-crystal Fe/MgO/Fe magnetic tunnel junctions," Nature Mater., vol. 3, no. 12, pp. 868-871, 2004.
    • (2004) Nature Mater. , vol.3 , Issue.12 , pp. 868-871
    • Yuasa, S.1    Nagahama, T.2    Fukushima, A.3    Suzuki, Y.4    Ando, K.5
  • 19
    • 77952335510 scopus 로고    scopus 로고
    • 45 nm low power CMOS logic compatible embedded STT MRAM utilizing a reverse-connection 1 T/1 MTJ cell
    • C. Lin et al., "45 nm low power CMOS logic compatible embedded STT MRAM utilizing a reverse-connection 1 T/1 MTJ cell," in Proc. IEEE Int. Electron Devices Meeting, 2009, pp. 1-4.
    • (2009) Proc. IEEE Int. Electron Devices Meeting , pp. 1-4
    • Lin, C.1
  • 20
    • 51349167171 scopus 로고    scopus 로고
    • Tunnel magnetoresistance of 604% at 300 K by suppression of Ta diffusion in CoFeB/MgO/CoFeB pseudo-spin-valves annealed at high temperature
    • S. Ikeda, J. Hayakawa, Y. Ashizawa, Y. Lee, K. Miura, H. Hasegawa, M. Tsunoda, F. Matsukura, and H. Ohno, "Tunnel magnetoresistance of 604% at 300 K by suppression of Ta diffusion in CoFeB/MgO/CoFeB pseudo-spin-valves annealed at high temperature," Appl. Phys. Lett., vol. 93, no. 8, p. 2508, 2008.
    • (2008) Appl. Phys. Lett. , vol.93 , Issue.8 , pp. 2508
    • Ikeda, S.1    Hayakawa, J.2    Ashizawa, Y.3    Lee, Y.4    Miura, K.5    Hasegawa, H.6    Tsunoda, M.7    Matsukura, F.8    Ohno, H.9
  • 25
    • 1842788559 scopus 로고    scopus 로고
    • Experimental evidence of multiple stable locations for a domain wall trapped by a submicron notch
    • D. Lacour, J. Katine, L. Folks, T. Block, J. Childress, M. Carey, and B. Gurney, "Experimental evidence of multiple stable locations for a domain wall trapped by a submicron notch," Appl. Phys. Lett., vol. 84, no. 11, pp. 1910-1912, 2004.
    • (2004) Appl. Phys. Lett. , vol.84 , Issue.11 , pp. 1910-1912
    • Lacour, D.1    Katine, J.2    Folks, L.3    Block, T.4    Childress, J.5    Carey, M.6    Gurney, B.7
  • 26
    • 84929095672 scopus 로고    scopus 로고
    • Training and operation of an integrated neuromorphic network based on metal-oxide memristors
    • M. Prezioso, F. Merrikh-Bayat, B. Hoskins, G. Adam, K. K. Likharev, and D. B. Strukov, "Training and operation of an integrated neuromorphic network based on metal-oxide memristors," Nature, vol. 521, no. 7550, pp. 61-64, 2015.
    • (2015) Nature , vol.521 , Issue.7550 , pp. 61-64
    • Prezioso, M.1    Merrikh-Bayat, F.2    Hoskins, B.3    Adam, G.4    Likharev, K.K.5    Strukov, D.B.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.