메뉴 건너뛰기




Volumn 25, Issue 10, 2014, Pages 1864-1878

Memristor crossbar-based neuromorphic computing system: A case study

Author keywords

Associative memory; brain state in a box (BSB); crossbar array; memristor; neuromorphic hardware

Indexed keywords

ASSOCIATIVE MEMORY; BRAIN-STATE-IN-A-BOX; CROSSBAR ARRAYS; MEMRISTOR; NEUROMORPHIC HARDWARES;

EID: 84907856811     PISSN: 2162237X     EISSN: 21622388     Source Type: Journal    
DOI: 10.1109/TNNLS.2013.2296777     Document Type: Article
Times cited : (359)

References (36)
  • 2
    • 79957983259 scopus 로고    scopus 로고
    • Analyzing the scaling of connectivity in neuromorphic hardware and in models of neural networks
    • Jun
    • J. Partzsch and R. Schuffny, "Analyzing the scaling of connectivity in neuromorphic hardware and in models of neural networks," IEEE Trans. Neural Netw., vol. 22, no. 6, pp. 919-935, Jun. 2011.
    • (2011) IEEE Trans. Neural Netw , vol.22 , Issue.6 , pp. 919-935
    • Partzsch, J.1    Schuffny, R.2
  • 3
    • 80054728077 scopus 로고    scopus 로고
    • Simulation of large neuronal networks with biophysically accurate models on graphics processors
    • Jul./Aug
    • M. Wang, B. Yan, J. Hu, and P. Li, "Simulation of large neuronal networks with biophysically accurate models on graphics processors," in Proc. IJCNN, Jul./Aug. 2011, pp. 3184-3193.
    • (2011) Proc. IJCNN , pp. 3184-3193
    • Wang, M.1    Yan, B.2    Hu, J.3    Li, P.4
  • 4
    • 51949097982 scopus 로고    scopus 로고
    • Hardware implementation of a bio-plausible neuron model for evolution and growth of spiking neural networks on fpga
    • Jun
    • H. Shayani, P. Bentley, and A. Tyrrell, "Hardware implementation of a bio-plausible neuron model for evolution and growth of spiking neural networks on FPGA," in Proc. NASA/ESA Conf. Adapt. Hardw. Syst., Jun. 2008, pp. 236-243.
    • (2008) Proc. NASA/ESA Conf. Adapt. Hardw. Syst , pp. 236-243
    • Shayani, H.1    Bentley, P.2    Tyrrell, A.3
  • 5
    • 0015127532 scopus 로고
    • Memristor - The missing circuit element
    • Sep
    • L. Chua, "Memristor-The missing circuit element," IEEE Trans. Circuit Theory, vol. 18, no. 5, pp. 507-519, Sep. 1971.
    • (1971) IEEE Trans. Circuit Theory , vol.18 , Issue.5 , pp. 507-519
    • Chua, L.1
  • 7
    • 76349087581 scopus 로고    scopus 로고
    • Nonvolatile memristor memory: Device characteristics and design implications
    • Nov
    • Y. Ho, G. M. Huang, and P. Li, "Nonvolatile memristor memory: Device characteristics and design implications," in Proc. IEEE/ACM ICCAD, Nov. 2009, pp. 485-490.
    • (2009) Proc. IEEE/ACM ICCAD , pp. 485-490
    • Ho, Y.1    Huang, G.M.2    Li, P.3
  • 8
    • 70349684961 scopus 로고    scopus 로고
    • Circuit elements with memory: Memristors, memcapacitors, and meminductors
    • Oct
    • M. Di Ventra, Y. V. Pershin, and L. O. Chua, "Circuit elements with memory: Memristors, memcapacitors, and meminductors," Proc. IEEE, vol. 97, no. 10, pp. 1717-1724, Oct. 2009.
    • (2009) Proc. IEEE , vol.97 , Issue.10 , pp. 1717-1724
    • Di Ventra, M.1    Pershin, Y.V.2    Chua, L.O.3
  • 9
    • 79952950219 scopus 로고    scopus 로고
    • Resistance switching memories are memristors
    • Mar
    • L. Chua, "Resistance switching memories are memristors," Appl. Phys. A, Mater. Sci. Process., vol. 102, no. 4, pp. 765-783, Mar. 2011.
    • (2011) Appl. Phys. A, Mater. Sci. Process , vol.102 , Issue.4 , pp. 765-783
    • Chua, L.1
  • 10
    • 72849144796 scopus 로고    scopus 로고
    • Memristor-cmos hybrid integrated circuits for reconfigurable logic
    • Sep
    • Q. Xia, W. Robinett, M. W. Cumbie, N. Banerjee, T. J. Cardinali, J. J. Yang, et al., "Memristor-CMOS hybrid integrated circuits for reconfigurable logic," Nano Lett., vol. 9, no. 10, pp. 3640-3645, Sep. 2009.
    • (2009) Nano Lett , vol.9 , Issue.10 , pp. 3640-3645
    • Xia, Q.1    Robinett, W.2    Cumbie, M.W.3    Banerjee, N.4    Cardinali, T.J.5    Yang, J.J.6
  • 11
    • 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
  • 12
    • 0012666573 scopus 로고
    • Distinctive features, categorical perception, and probability learning: Some applications of a neural model
    • J. Anderson, J. Silverstein, S. Ritz, and R. Jones, "Distinctive features, categorical perception, and probability learning: Some applications of a neural model," Psychol. Rev., vol. 84, no. 5, pp. 413-451, 1977.
    • (1977) Psychol. Rev , vol.84 , Issue.5 , pp. 413-451
    • Anderson, J.1    Silverstein, J.2    Ritz, S.3    Jones, R.4
  • 14
    • 0027629380 scopus 로고
    • Collective recall via the brain-state-in-A-box network
    • Jul
    • A. Schultz, "Collective recall via the brain-state-in-a-box network," IEEE Trans. Neural Netw., vol. 4, no. 4, pp. 580-587, Jul. 1993.
    • (1993) IEEE Trans. Neural Netw , vol.4 , Issue.4 , pp. 580-587
    • Schultz, A.1
  • 15
  • 16
    • 79952966334 scopus 로고    scopus 로고
    • Geometry variations analysis of tio2 thin-film and spintronic memristors
    • Jan
    • M. Hu, H. Li, Y. Chen, X. Wang, and R. Pino, "Geometry variations analysis of TiO2 thin-film and spintronic memristors," in Proc. ASPDAC, Jan. 2011, pp. 25-30.
    • (2011) Proc. ASPDAC , pp. 25-30
    • Hu, M.1    Li, H.2    Chen, Y.3    Wang, X.4    Pino, R.5
  • 17
    • 84863553133 scopus 로고    scopus 로고
    • Hardware realization of bsb recall function using memristor crossbar arrays
    • Jun
    • M. Hu, H. Li, Q. Wu, and G. S. Rose, "Hardware realization of BSB recall function using memristor crossbar arrays," in Proc. 49th ACM/EDAC/IEEE DAC, Jun. 2012, pp. 498-503.
    • (2012) Proc. 49th ACM/EDAC/IEEE DAC , pp. 498-503
    • Hu, M.1    Li, H.2    Wu, Q.3    Rose, G.S.4
  • 18
    • 0028499118 scopus 로고
    • Synthesis of brainstate- in-A-box (bsb) based associative memories
    • Sep
    • W. E. Lillo, D. C. Miller, S. Hui, and S. H. Zak, "Synthesis of brainstate- in-a-box (BSB) based associative memories," IEEE Trans. Neural Netw., vol. 5, no. 5, pp. 730-737, Sep. 1994.
    • (1994) IEEE Trans. Neural Netw , vol.5 , Issue.5 , pp. 730-737
    • Lillo, W.E.1    Miller, D.C.2    Hui, S.3    Zak, S.H.4
  • 19
    • 0029373151 scopus 로고
    • A synthesis procedure for brain-state-in-A-box neural networks
    • Sep
    • R. Perfetti, "A synthesis procedure for brain-state-in-a-box neural networks," IEEE Trans. Neural Netw., vol. 6, no. 5, pp. 1071-1080, Sep. 1995.
    • (1995) IEEE Trans. Neural Netw , vol.6 , Issue.5 , pp. 1071-1080
    • Perfetti, R.1
  • 20
    • 73949092931 scopus 로고    scopus 로고
    • Optimal and robust design of brain-state-in-A-box neural associative memories
    • Mar
    • Y. Park, "Optimal and robust design of brain-state-in-a-box neural associative memories," IEEE Trans. Neural Netw., vol. 23, no. 2, pp. 210-218, Mar. 2010.
    • (2010) IEEE Trans. Neural Netw , vol.23 , Issue.2 , pp. 210-218
    • Park, Y.1
  • 21
    • 77955656422 scopus 로고    scopus 로고
    • Practical approach to programmable analog circuits with memristors
    • Aug
    • Y. Pershin and M. Di Ventra, "Practical approach to programmable analog circuits with memristors," IEEE Trans. Circuits Syst. I, Reg. Papers, vol. 57, no. 8, pp. 1857-1864, Aug. 2010.
    • (2010) IEEE Trans. Circuits Syst. I, Reg. Papers , vol.57 , Issue.8 , pp. 1857-1864
    • Pershin, Y.1    Di Ventra, M.2
  • 23
    • 77951576344 scopus 로고    scopus 로고
    • Learning abilites achieved by a single solidstate atomic switch
    • Apr
    • T. Hasegawa, T. Ohno, K. Terabe, T. Tsuruoka, T. Nakayama, J. K. Gimzewski, et al., "Learning abilites achieved by a single solidstate atomic switch," Adv. Mater., vol. 22, no. 16, pp. 1831-1834, Apr. 2010.
    • (2010) Adv. Mater , vol.22 , Issue.16 , pp. 1831-1834
    • Hasegawa, T.1    Ohno, T.2    Terabe, K.3    Tsuruoka, T.4    Nakayama, T.5    Gimzewski, J.K.6
  • 24
    • 80052632703 scopus 로고    scopus 로고
    • Hebbian learning in spiking neural networks with nano-crystalline silicon tfts and memristive synapses
    • Sep
    • K. Cantley, A. Subramaniam, H. Stiegler, R. Chapman, and E. Vogel, "Hebbian learning in spiking neural networks with nano-crystalline silicon TFTs and memristive synapses," IEEE Trans. Nanotechnol., vol. 10, no. 5, pp. 1066-1073, Sep. 2011.
    • (2011) IEEE Trans. Nanotechnol , vol.10 , Issue.5 , pp. 1066-1073
    • Cantley, K.1    Subramaniam, A.2    Stiegler, H.3    Chapman, R.4    Vogel, E.5
  • 28
    • 70249086574 scopus 로고    scopus 로고
    • An electrically modifiable synapse array of resistive switching memory
    • H. Choi, H. Jung, J. Lee, J. Yoon, J. Park, D.-J. Seong, et al., "An electrically modifiable synapse array of resistive switching memory," Nanotechnology, vol. 20, no. 34, p. 345201, 2009.
    • (2009) Nanotechnology , vol.20 , Issue.34 , pp. 345201
    • Choi, H.1    Jung, H.2    Lee, J.3    Yoon, J.4    Park, J.5    Seong, D.-J.6
  • 29
    • 84861142709 scopus 로고    scopus 로고
    • Limits of writing multivalued resistances in passive nano-electronic crossbars used in neuromorphic circuits
    • A. Heittmann and T. G. Noll, "Limits of writing multivalued resistances in passive nano-electronic crossbars used in neuromorphic circuits," in Proc. ACM GLSVLSI, 2012, pp. 227-232.
    • (2012) Proc. ACM GLSVLSI , pp. 227-232
    • Heittmann, A.1    Noll, T.G.2
  • 30
    • 84855772398 scopus 로고    scopus 로고
    • A functional hybrid memristor crossbararray/ cmos system for data storage and neuromorphic applications
    • K.-H. Kim, S. Gaba, D. Wheeler, J. M. Cruz-Albrecht, T. Hussain, N. Srinivasa, et al., "A functional hybrid memristor crossbararray/ CMOS system for data storage and neuromorphic applications," Nano Lett., vol. 12, no. 1, pp. 389-395, 2012.
    • (2012) Nano Lett , vol.12 , Issue.1 , pp. 389-395
    • Kim, K.-H.1    Gaba, S.2    Wheeler, D.3    Cruz-Albrecht, J.M.4    Hussain, T.5    Srinivasa, N.6
  • 31
    • 84859984075 scopus 로고    scopus 로고
    • Engineering nonlinearity into memristors for passive crossbar applications
    • Mar
    • J. J. Yang, M.-X. Zhang, M. D. Pickett, F. Miao, J. P. Strachan, W.-D. Li, et al., "Engineering nonlinearity into memristors for passive crossbar applications," Appl. Phys. Lett., vol. 100, no. 11, pp. 113501-1-113501-4, Mar. 2012.
    • (2012) Appl. Phys. Lett , vol.100 , Issue.11 , pp. 1135011-1135014
    • Yang, J.J.1    Zhang, M.-X.2    Pickett, M.D.3    Miao, F.4    Strachan, J.P.5    Li, W.-D.6
  • 32
    • 79751508493 scopus 로고    scopus 로고
    • Lognormal switching times for titanium dioxide bipolar memristors: Origin and resolution
    • G. Medeiros-Ribeiro, F. Perner, R. Carter, H. Abdalla, M. D. Pickett, and R. S. Williams, "Lognormal switching times for titanium dioxide bipolar memristors: Origin and resolution," Nanotechnology, vol. 22, no. 9, p. 095702, 2011.
    • (2011) Nanotechnology , vol.22 , Issue.9 , pp. 095702
    • Medeiros-Ribeiro, G.1    Perner, F.2    Carter, R.3    Abdalla, H.4    Pickett, M.D.5    Williams, R.S.6
  • 33
    • 79959342174 scopus 로고    scopus 로고
    • Feedback write scheme for memristive switching devices
    • Mar
    • W. Yi, F. Perner, M. S. Qureshi, H. Abdalla, M. D. Pickett, J. J. Yang, et al., "Feedback write scheme for memristive switching devices," Appl. Phys. A, vol. 102, no. 4, pp. 973-982, Mar. 2011.
    • (2011) Appl. Phys. A , vol.102 , Issue.4 , pp. 973-982
    • Yi, W.1    Perner, F.2    Qureshi, M.S.3    Abdalla, H.4    Pickett, M.D.5    Yang, J.J.6
  • 35
    • 84875823054 scopus 로고    scopus 로고
    • A parallel neuromorphic text recognition system and its implementation on a heterogeneous high performance computing cluster
    • May
    • Q. Qiu, Q. Wu, M. Bishop, R. Pino, and R. W. Linderman, "A parallel neuromorphic text recognition system and its implementation on a heterogeneous high performance computing cluster," IEEE Trans. Comput., vol. 62, no. 5, pp. 886-899, May 2013.
    • (2013) IEEE Trans. Comput , vol.62 , Issue.5 , pp. 886-899
    • Qiu, Q.1    Wu, Q.2    Bishop, M.3    Pino, R.4    Linderman, R.W.5
  • 36
    • 80054772226 scopus 로고    scopus 로고
    • Unified perception-prediction model for context aware text recognition on a heterogeneous many-core platform
    • Jul./Aug
    • Q. Qiu, Q. Wu, and R. Linderman, "Unified perception-prediction model for context aware text recognition on a heterogeneous many-core platform," in Proc. IJCNN, Jul./Aug. 2011, pp. 1714-1721.
    • (2011) Proc. IJCNN , pp. 1714-1721
    • Qiu, Q.1    Wu, Q.2    Linderman, R.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.