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Volumn , Issue , 2014, Pages 7-12

On-chip supervised learning rule for ultra high density neural crossbar using memristor for synapse and neuron

Author keywords

crossbar; memristor; neural network; on chip supervised learning

Indexed keywords

LOW POWER ELECTRONICS; NANOTECHNOLOGY; NETWORK ARCHITECTURE; NEURAL NETWORKS; NEURONS; PASSIVE FILTERS; SUPERVISED LEARNING;

EID: 84906775273     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/NANOARCH.2014.6880483     Document Type: Conference Paper
Times cited : (14)

References (25)
  • 2
    • 18744373862 scopus 로고    scopus 로고
    • CMOL FPGA: A reconfigurable architecture for hybrid digital circuits with two-terminal nanodevices
    • D. B. Strukov and K. K. Likharev. " CMOL FPGA: a reconfigurable architecture for hybrid digital circuits with two-terminal nanodevices," Nanotechnology, vol. 16, no. 6, pp. 888-900, 2005.
    • (2005) Nanotechnology , vol.16 , Issue.6 , pp. 888-900
    • Strukov, D.B.1    Likharev, K.K.2
  • 4
    • 77954751982 scopus 로고    scopus 로고
    • Nanotube devices based crossbar architecture: Toward neuromorphic computing
    • W.S. Zhao et al., " Nanotube devices based crossbar architecture: toward neuromorphic computing," Nanotechnology, vol. 21, 175202, 2010.
    • (2010) Nanotechnology , vol.21 , pp. 175202
    • Zhao, W.S.1
  • 5
    • 84892581808 scopus 로고    scopus 로고
    • Robust learning approach for neuro-inspired nanoscale crossbar architecture
    • D. Chabi et al., " Robust learning approach for neuro-inspired nanoscale crossbar architecture," ACM JETC, vol.10, no. 1, pp. 5, 2014.
    • (2014) ACM JETC , vol.10 , Issue.1 , pp. 5
    • Chabi, D.1
  • 6
    • 77951026760 scopus 로고    scopus 로고
    • Nanoscale memristor device as synapse in neuromorphic systems
    • S. H. Jo et al., "Nanoscale Memristor Device as Synapse in Neuromorphic Systems," Nano Lett., vol. 10, pp. 1297-1301, 2010.
    • (2010) Nano Lett. , vol.10 , pp. 1297-1301
    • Jo, S.H.1
  • 7
    • 84877794440 scopus 로고    scopus 로고
    • Pavlov's dog associative learning demonstrated on Synaptic-like Organic transistors
    • O. Bichler et al., " Pavlov's dog associative learning demonstrated on Synaptic-like Organic transistors" Neural Computation, vol. 25, pp. 549-566, 2013.
    • (2013) Neural Computation , vol.25 , pp. 549-566
    • Bichler, O.1
  • 8
    • 79956129424 scopus 로고    scopus 로고
    • Analog memory and spike-timing-dependent plasticity characteristics of a nanoscale titanium oxide bilayer resistive switching device
    • K. Seo et al. " Analog memory and spike-timing-dependent plasticity characteristics of a nanoscale titanium oxide bilayer resistive switching device," Nanotechnology, vol. 22, no. 25, pp. 254023, 2011.
    • (2011) Nanotechnology , vol.22 , Issue.25 , pp. 254023
    • Seo, K.1
  • 9
    • 84861089198 scopus 로고    scopus 로고
    • Nanoelectronic programmable synapses based on phase change materials for brain-inspired computing
    • D. Kuzum et al., " Nanoelectronic programmable synapses based on phase change materials for brain-inspired computing," Nano Lett., vol. 12, pp. 2179-2186, 2011.
    • (2011) Nano Lett. , vol.12 , pp. 2179-2186
    • Kuzum, D.1
  • 10
    • 80052875968 scopus 로고    scopus 로고
    • Design and modeling of a neuro-inspired learning circuit using nanotube-based memory devices
    • Reg. Papers
    • S. Liao et al. " Design and modeling of a neuro-inspired learning circuit using nanotube-based memory devices," IEEE Trans. Circuits Syst. I, Reg. Papers, vol. 58, pp. 2172-2181, 2011.
    • (2011) IEEE Trans. Circuits Syst. i , vol.58 , pp. 2172-2181
    • Liao, S.1
  • 11
    • 84883513485 scopus 로고    scopus 로고
    • Neuromorphic function learning with carbon nanotube based synapses
    • K. Gacem et al. "Neuromorphic function learning with carbon nanotube based synapses, " Nanotechnology, vol. 24, no. 38, pp. 384013, 2013.
    • (2013) Nanotechnology , vol.24 , Issue.38 , pp. 384013
    • Gacem, K.1
  • 12
    • 84896402071 scopus 로고    scopus 로고
    • A survey on FPGA based MLP realization for on-chip learning
    • K. P. Lakshmi et al., " A survey on FPGA based MLP Realization for On-chip Learning," Int. J. Sci. & Eng. Res., vol. 4, no. 1, pp. 1-9, 2013.
    • (2013) Int. J. Sci. & Eng. Res. , vol.4 , Issue.1 , pp. 1-9
    • Lakshmi, K.P.1
  • 13
    • 0030106428 scopus 로고    scopus 로고
    • An analog VLSI recurrent neural network learning a continuous-time trajectory
    • G. Cauwenberghs. " An analog VLSI recurrent neural network learning a continuous-time trajectory," IEEE Trans. Neural Netw., vol. 7, no. 2, pp. 346-361, 1996.
    • (1996) IEEE Trans. Neural Netw. , vol.7 , Issue.2 , pp. 346-361
    • Cauwenberghs, G.1
  • 14
    • 33244465845 scopus 로고    scopus 로고
    • A VLSI array of low-power spiking neurons and bistable synapses with spike-timing dependent plasticity
    • G. Indiveri, E. Chicca, and R. Douglas. "A V LSI array of low-power spiking neurons and bistable synapses with spike-timing dependent plasticity," IEEE Trans. Neural Netw., vol. 17, no. 1, pp. 211-221, 2006.
    • (2006) IEEE Trans. Neural Netw. , vol.17 , Issue.1 , pp. 211-221
    • Indiveri, G.1    Chicca, E.2    Douglas, R.3
  • 15
    • 0034762808 scopus 로고    scopus 로고
    • Probabilistic synaptic weighting in a reconfigurable network of VLSI integrate-andfire neurons
    • D. H. Goldberg, G. Cauwenbergh s, and A. G. Andreou. " Probabilistic synaptic weighting in a reconfigurable network of VLSI integrate-andfire neurons," Neural Netw., vol. 14, no. 6, pp. 781-793, 2001.
    • (2001) Neural Netw. , vol.14 , Issue.6 , pp. 781-793
    • Goldberg, D.H.1    Cauwenberghs, G.2    Andreou, A.G.3
  • 16
    • 84872962355 scopus 로고    scopus 로고
    • A scalable neuristor built with Mott memristors
    • M. D. Pickett et al., "A scalable neuristor built with Mott memristors, " Nature Mater., vol. 12, no. 2, pp. 114-117, 2013.
    • (2013) Nature Mater. , vol.12 , Issue.2 , pp. 114-117
    • Pickett, M.D.1
  • 17
    • 13644283486 scopus 로고    scopus 로고
    • The crossbar latch: Logic value storage, restoration, and inversion in crossbar circuits
    • P.J. Kuekes,D.R. Stewart,R.S. Williams, The crossbar latch: Logic value storage, restoration, and inversion in crossbar circuits, J. Appl. Phys. 97(3): 034301, 2004.
    • (2004) J. Appl. Phys. , vol.97 , Issue.3 , pp. 034301
    • Kuekes, P.J.1    Stewart, D.R.2    Williams, R.S.3
  • 18
    • 79961199396 scopus 로고    scopus 로고
    • Robust neural logic block (NLB) based on memristor crossbar array
    • San Diego
    • D. Chabi, W. S. Zhao, D. Querlioz, and J.-O. Klein. " Robust neural logic block (NLB) based on memristor crossbar array" in IEEE/ACM NANOARCH, San Diego, 2011, pp. 137-143.
    • (2011) IEEE/ACM NANOARCH , pp. 137-143
    • Chabi, D.1    Zhao, W.S.2    Querlioz, D.3    Klein, J.-O.4
  • 19
    • 0022721216 scopus 로고
    • Simple 'neural' optimization n etworks: An A/D converter, signal decision circuit, and a linear programming circuit
    • D. Tank and J. J. Hopfield. "Simple 'neural' optimization n etworks: An A/D converter, signal decision circuit, and a linear programming circuit," IEEE Trans Circuits and Systems, vol. 33, no. 5, pp.533-541, 1986.
    • (1986) IEEE Trans Circuits and Systems , vol.33 , Issue.5 , pp. 533-541
    • Tank, D.1    Hopfield, J.J.2
  • 20
    • 0016918810 scopus 로고
    • Memristive devices and systems
    • L. O. Chua and S. M. Kang. "Memristive devices and systems, " Proc. IEEE, vol. 64, no.2, pp. 209-263, 1976.
    • (1976) Proc. IEEE , vol.64 , Issue.2 , pp. 209-263
    • Chua, L.O.1    Kang, S.M.2
  • 21
    • 77950852717 scopus 로고    scopus 로고
    • Memristive'switches enable "stateful'logic operations via material implication
    • J. Borghetti et al. "Memristive'switches enable "stateful'logic operations via material implication," Nature, vol. 464, pp. 873-876, 2010.
    • (2010) Nature , vol.464 , pp. 873-876
    • Borghetti, J.1
  • 23
    • 84866735724 scopus 로고    scopus 로고
    • A ferroelectric memristor
    • A. Chanthbouala et al. " A ferroelectric memristor," Nature Mater. vol. 11, pp. 860-864, 2012.
    • (2012) Nature Mater. , vol.11 , pp. 860-864
    • Chanthbouala, A.1
  • 25
    • 84899885540 scopus 로고    scopus 로고
    • Compact modelling of ferroelectric tunnel memristor and its use for neuromorphic simulation
    • Z.H. Wang et al., "Compact modelling of ferroelectric tunnel memristor and its use for neuromorphic simulation" , Applied Physics Letter, vol.104, 053505. 2014
    • (2014) Applied Physics Letter , vol.104 , pp. 053505
    • Wang, Z.H.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.