메뉴 건너뛰기




Volumn 9, Issue JAN, 2015, Pages

A 2-transistor/1-resistor artificial synapse capable of communication and stochastic learning in neuromorphic systems

Author keywords

Cognitive computing; Memristor; Neural network; Neuromorphic circuits; Pattern recognition; Spike timing dependent plasticity

Indexed keywords

ARTICLE; ARTIFICIAL NEURAL NETWORK; COMPLIANCE (PHYSICAL); CONDUCTANCE; ELECTRODE; HUMAN; NUCLEAR LOCALIZATION SIGNAL; PATTERN RECOGNITION; PLASTICITY; PRESYNAPTIC INHIBITION; SEMICONDUCTOR; SPIKE; SPIKE TIMING DEPENDENT PLASTICITY; STATE DEPENDENT LEARNING; STOCHASTIC MODEL; SYNAPSE; WAVEFORM;

EID: 84921712868     PISSN: 16624548     EISSN: 1662453X     Source Type: Journal    
DOI: 10.3389/fnins.2014.00438     Document Type: Article
Times cited : (77)

References (44)
  • 1
    • 0033667165 scopus 로고    scopus 로고
    • Synaptic plasticity: taming the beast
    • Abbott, L. F., and Nelson, S. B. (2000). Synaptic plasticity: taming the beast. Nat. Neurosci. 3(Suppl), 1178-1183. doi: 10.1038/81453
    • (2000) Nat. Neurosci. , vol.3 , pp. 1178-1183
    • Abbott, L.F.1    Nelson, S.B.2
  • 2
    • 84905173570 scopus 로고    scopus 로고
    • Statistical fluctuations in HfOx resistive-switching memory (RRAM): Part I - Set/Reset variability
    • Ambrogio, S., Balatti, S., Cubeta, A., Calderoni, A., Ramaswamy, N., and Ielmini, D. (2014a). Statistical fluctuations in HfOx resistive-switching memory (RRAM): Part I - Set/Reset variability. IEEE Trans. Electron Devices 61, 2912-2919. doi: 10.1109/TED.2014.2330200
    • (2014) IEEE Trans. Electron Devices , vol.61 , pp. 2912-2919
    • Ambrogio, S.1    Balatti, S.2    Cubeta, A.3    Calderoni, A.4    Ramaswamy, N.5    Ielmini, D.6
  • 3
    • 84903184045 scopus 로고    scopus 로고
    • Analytical modeling of oxide-based bipolar resistive memories and complementary resistive switches
    • Ambrogio, S., Balatti, S., Gilmer, D. C., and Ielmini, D. (2014b). Analytical modeling of oxide-based bipolar resistive memories and complementary resistive switches. IEEE Trans. Electron Devices 61, 2378-2386. doi: 10.1109/TED.2014.2325531
    • (2014) IEEE Trans. Electron Devices , vol.61 , pp. 2378-2386
    • Ambrogio, S.1    Balatti, S.2    Gilmer, D.C.3    Ielmini, D.4
  • 4
    • 84883494649 scopus 로고    scopus 로고
    • Spike-timing dependent plasticity in a transistor-selected resistive switching memory
    • Ambrogio, S., Balatti, S., Nardi, F., Facchinetti, S., and Ielmini, D. (2013). Spike-timing dependent plasticity in a transistor-selected resistive switching memory. Nanotechnology 24:384012. doi: 10.1088/0957-4484/24/38/384012
    • (2013) Nanotechnology , vol.24 , pp. 384012
    • Ambrogio, S.1    Balatti, S.2    Nardi, F.3    Facchinetti, S.4    Ielmini, D.5
  • 5
    • 33748501587 scopus 로고    scopus 로고
    • Multi-layer cross-point binary oxide resistive memory (OxRRAM) for Post-NAND storage application
    • Baek, I. G., Kim, D. C., Lee, M. J., Kim, H.-J., Yim, E. K., Lee, M. S., et al. (2005). Multi-layer cross-point binary oxide resistive memory (OxRRAM) for Post-NAND storage application. IEDM Tech. Dig. 750-753. doi: 10.1109/IEDM.2005
    • (2005) IEDM Tech. Dig , pp. 750-753
    • Baek, I.G.1    Kim, D.C.2    Lee, M.J.3    Kim, H.-J.4    Yim, E.K.5    Lee, M.S.6
  • 6
    • 0032535029 scopus 로고    scopus 로고
    • Synaptic modifications in cultured hippocampal neurons: dependence on spike timing, synaptic strength, and postsynaptic cell type
    • Bi, G.-Q., and Poo, M.-M. (1998). Synaptic modifications in cultured hippocampal neurons: dependence on spike timing, synaptic strength, and postsynaptic cell type. J. Neurosci. 18, 10464-10472.
    • (1998) J. Neurosci. , vol.18 , pp. 10464-10472
    • Bi, G.-Q.1    Poo, M.-M.2
  • 7
    • 84864741849 scopus 로고    scopus 로고
    • Visual pattern extraction using energy-efficient 2-PCM synapse neuromorphic architecture
    • Bichler, O., Suri, M., Querlioz, D., Vuillaume, D., DeSalvo, B., and Gamrat, C. (2012). Visual pattern extraction using energy-efficient 2-PCM synapse neuromorphic architecture. IEEE Trans. Electron Devices 59, 2206-2214. doi: 10.1109/TED.2012.2197951
    • (2012) IEEE Trans. Electron Devices , vol.59 , pp. 2206-2214
    • Bichler, O.1    Suri, M.2    Querlioz, D.3    Vuillaume, D.4    DeSalvo, B.5    Gamrat, C.6
  • 8
    • 78049238206 scopus 로고    scopus 로고
    • Functional model of a nanoparticle organic memory transistor for use as a spiking synapse
    • Bichler, O., Zhao, W., Alibart, F., Pleutin, S., Vuillaume, D., and Gamrat, C. (2010). Functional model of a nanoparticle organic memory transistor for use as a spiking synapse. IEEE Trans. Electron Devices 57, 3115-3122. doi: 10.1109/TED.2010.2065951
    • (2010) IEEE Trans. Electron Devices , vol.57 , pp. 3115-3122
    • Bichler, O.1    Zhao, W.2    Alibart, F.3    Pleutin, S.4    Vuillaume, D.5    Gamrat, C.6
  • 9
    • 84904661750 scopus 로고    scopus 로고
    • Performance comparison of O-based and Cu-based ReRAM for high-density applications
    • (Taipei)
    • Calderoni, A., Sills, S., and Ramaswamy, N. (2014). "Performance comparison of O-based and Cu-based ReRAM for high-density applications," in International Memory Workshop (Taipei), 1-4.
    • (2014) International Memory Workshop , pp. 1-4
    • Calderoni, A.1    Sills, S.2    Ramaswamy, N.3
  • 10
    • 48249085332 scopus 로고    scopus 로고
    • Spike timing-dependent plasticity: a hebbian learning rule
    • Caporale, N., and Dan, Y. (2008). Spike timing-dependent plasticity: a hebbian learning rule. Annu. Rev. Neurosci. 31, 25-46. doi: 10.1146/annurev.neuro.31.060407.125639
    • (2008) Annu. Rev. Neurosci. , vol.31 , pp. 25-46
    • Caporale, N.1    Dan, Y.2
  • 13
    • 84905920654 scopus 로고    scopus 로고
    • Brain-like associative learning using a nanoscale non-volatile phase change synaptic device array
    • Eryilmaz, S. B., Kuzum, D., Jeyasingh, R., Kim, S., BrightSky, M., Lam, C., et al. (2014). Brain-like associative learning using a nanoscale non-volatile phase change synaptic device array. Front. Neurosci. 8:205. doi: 10.3389/fnins.2014.00205
    • (2014) Front. Neurosci , vol.8 , pp. 205
    • Eryilmaz, S.B.1    Kuzum, D.2    Jeyasingh, R.3    Kim, S.4    BrightSky, M.5    Lam, C.6
  • 14
    • 82155166369 scopus 로고    scopus 로고
    • Modeling the universal set/reset characteristics of bipolar RRAM by field- and temperature-driven filament growth
    • Ielmini, D. (2011). Modeling the universal set/reset characteristics of bipolar RRAM by field- and temperature-driven filament growth. IEEE Trans. Electron Devices 58, 4309-4317. doi: 10.1109/TED.2011.2167513
    • (2011) IEEE Trans. Electron Devices , vol.58 , pp. 4309-4317
    • Ielmini, D.1
  • 15
    • 84855232228 scopus 로고    scopus 로고
    • Phase change materials in non-volatile storage
    • Ielmini, D., and Lacaita, A. L. (2011). Phase change materials in non-volatile storage. Mater. Today 14, 600-607. doi: 10.1016/S1369-7021(11)70301-7
    • (2011) Mater. Today , vol.14 , pp. 600-607
    • Ielmini, D.1    Lacaita, A.L.2
  • 16
    • 33244465845 scopus 로고    scopus 로고
    • A VLSI array of low-power spiking neurons and bistable synapses with spike-timing dependent plasticity
    • Indiveri, G., Chicca, E., and Douglas, R. (2006). A VLSI array of low-power spiking neurons and bistable synapses with spike-timing dependent plasticity. IEEE Trans. Neural Netw. 17, 211-221. doi: 10.1109/TNN.2005.860850
    • (2006) IEEE Trans. Neural Netw. , vol.17 , pp. 211-221
    • Indiveri, G.1    Chicca, E.2    Douglas, R.3
  • 18
    • 84883543408 scopus 로고    scopus 로고
    • Integration of nanoscale memristor synapses in neuromorphic computing architectures
    • Indiveri, G., Linares-Barranco, B., Legenstein, R., Deligeorgis, G., and Prodromakis, T. (2013). Integration of nanoscale memristor synapses in neuromorphic computing architectures. Nanotechnology 24:384010. doi: 10.1088/0957-4484/24/38/384010
    • (2013) Nanotechnology , vol.24 , pp. 384010
    • Indiveri, G.1    Linares-Barranco, B.2    Legenstein, R.3    Deligeorgis, G.4    Prodromakis, T.5
  • 19
    • 77951026760 scopus 로고    scopus 로고
    • Nanoscale memristor device as synapse in neuromorphic systems
    • Jo, S. H., Chang, T., Ebong, I., Bhadviya, B. B., Mazumder, P., and Lu, W. (2010). Nanoscale memristor device as synapse in neuromorphic systems. Nano Lett. 10, 1297-1301. doi: 10.1021/nl904092h
    • (2010) Nano Lett. , vol.10 , pp. 1297-1301
    • Jo, S.H.1    Chang, T.2    Ebong, I.3    Bhadviya, B.B.4    Mazumder, P.5    Lu, W.6
  • 20
    • 84863026711 scopus 로고    scopus 로고
    • Extended scalability of perpendicular STT-MRAM towards sub-20nm MTJ node
    • Kim, W., Jeong, J. H., Kim, Y., Lim, W. C., Kim, J. H., Park, J. H., et al. (2011). Extended scalability of perpendicular STT-MRAM towards sub-20nm MTJ node. IEDM Tech. Dig. 531-534. doi: 10.1109/IEDM.2011.6131602
    • (2011) IEDM Tech. Dig , pp. 531-534
    • Kim, W.1    Jeong, J.H.2    Kim, Y.3    Lim, W.C.4    Kim, J.H.5    Park, J.H.6
  • 21
    • 48249129194 scopus 로고    scopus 로고
    • Reduction in the reset current in a resistive random access memory consisting of NiOx brought about by reducing a parasitic capacitance
    • Kinoshita, K., Tsunoda, K., Sato, Y., Noshiro, H., Yagaki, S., Aoki, M., et al. (2008). Reduction in the reset current in a resistive random access memory consisting of NiOx brought about by reducing a parasitic capacitance. Appl. Phys. Lett. 93, 033506. doi: 10.1063/1.2959065
    • (2008) Appl. Phys. Lett. , vol.93 , pp. 033506
    • Kinoshita, K.1    Tsunoda, K.2    Sato, Y.3    Noshiro, H.4    Yagaki, S.5    Aoki, M.6
  • 22
    • 84911907856 scopus 로고    scopus 로고
    • Multiprotocol-induced plasticity in artificial synapses
    • Kornijcuk, V., Kavehei, O., Lim, H., Seok, J. Y., Kim, S. K., Kim, I., et al. (2014). Multiprotocol-induced plasticity in artificial synapses. Nanoscale 6, 15151-15160. doi: 10.1039/C4NR03405H
    • (2014) Nanoscale , vol.6 , pp. 15151-15160
    • Kornijcuk, V.1    Kavehei, O.2    Lim, H.3    Seok, J.Y.4    Kim, S.K.5    Kim, I.6
  • 23
    • 84861089198 scopus 로고    scopus 로고
    • Nanoelectronic programmable synapses based on phase change materials for brain-inspired computing
    • Kuzum, D., Jeyasingh, R. G. D., Lee, B., and Wong, H.-S. P. (2012). Nanoelectronic programmable synapses based on phase change materials for brain-inspired computing. Nano Lett. 12, 2179-2186. doi: 10.1021/nl201040y
    • (2012) Nano Lett. , vol.12 , pp. 2179-2186
    • Kuzum, D.1    Jeyasingh, R.G.D.2    Lee, B.3    Wong, H.-S.P.4
  • 24
    • 64549149261 scopus 로고    scopus 로고
    • Low power and high speed bipolar switching with a thin reactive Ti buffer layer in robust HfO2 based RRAM
    • Lee, H. Y., Chen, P. S., Wu, T. Y., Chen, Y. S., Wang, C. C., Tzeng, P. J., et al. (2008). Low power and high speed bipolar switching with a thin reactive Ti buffer layer in robust HfO2 based RRAM. IEDM Tech. Dig. 297-300. doi: 10.1109/IEDM.2008.4796677
    • (2008) IEDM Tech. Dig , pp. 297-300
    • Lee, H.Y.1    Chen, P.S.2    Wu, T.Y.3    Chen, Y.S.4    Wang, C.C.5    Tzeng, P.J.6
  • 25
    • 79960642086 scopus 로고    scopus 로고
    • A fast, high-endurance and scalable non-volatile memory device made from asymmetric Ta2O5-x/TaO2-x bilayer structures
    • Lee, M.-J., Lee, C. B., Lee, D., Lee, S. R., Chang, M., Hur, J. H., et al. (2011). A fast, high-endurance and scalable non-volatile memory device made from asymmetric Ta2O5-x/TaO2-x bilayer structures. Nat. Mater. 10, 625-630. doi: 10.1038/nmat3070
    • (2011) Nat. Mater. , vol.10 , pp. 625-630
    • Lee, M.-J.1    Lee, C.B.2    Lee, D.3    Lee, S.R.4    Chang, M.5    Hur, J.H.6
  • 26
    • 0347950959 scopus 로고    scopus 로고
    • CrossNets - high-performance neuromorphic architectures for CMOL circuits
    • Likharev, K. K., Mayr, A., Muckra, I., and Türel, ö. (2003). CrossNets - high-performance neuromorphic architectures for CMOL circuits. Ann. N.Y. Acad. Sci. 1006, 146-163. doi: 10.1196/annals.1292.010
    • (2003) Ann. N.Y. Acad. Sci. , vol.1006 , pp. 146-163
    • Likharev, K.K.1    Mayr, A.2    Muckra, I.3    Türel, ö.4
  • 27
    • 84890462788 scopus 로고    scopus 로고
    • Spin-torque building blocks
    • Locatelli, N., Cros, V., and Grollier, J. (2014). Spin-torque building blocks. Nat. Mater. 13, 11-20. doi: 10.1038/nmat3823
    • (2014) Nat. Mater. , vol.13 , pp. 11-20
    • Locatelli, N.1    Cros, V.2    Grollier, J.3
  • 28
    • 60149108117 scopus 로고    scopus 로고
    • Real-time classification of complex patterns using spike-based learning in neuromorphic VLSI
    • Mitra, S., Fusi, S., and Indiveri, G. (2009). Real-time classification of complex patterns using spike-based learning in neuromorphic VLSI. IEEE Trans. Biomed. Cir. Syst. 3, 32-43. doi: 10.1109/TBCAS.2008.2005781
    • (2009) IEEE Trans. Biomed. Cir. Syst. , vol.3 , pp. 32-43
    • Mitra, S.1    Fusi, S.2    Indiveri, G.3
  • 29
    • 84865366777 scopus 로고    scopus 로고
    • Resistive switching by voltage-driven ion migration in bipolar RRAM - Part I: experimental study
    • Nardi, F., Larentis, S., Balatti, S., Gilmer, D. C., and Ielmini, D. (2012). Resistive switching by voltage-driven ion migration in bipolar RRAM - Part I: experimental study. IEEE Trans. Electron Devices 59, 2461-2467. doi: 10.1109/TED.2012.2202319
    • (2012) IEEE Trans. Electron Devices , vol.59 , pp. 2461-2467
    • Nardi, F.1    Larentis, S.2    Balatti, S.3    Gilmer, D.C.4    Ielmini, D.5
  • 30
    • 0034735785 scopus 로고    scopus 로고
    • Calcium stores regulate the polarity and input specificity of synaptic modification
    • Nishiyama, M., Hong, K., Mikoshiba, K., Poo, M.-M., and Kato, K. (2000). Calcium stores regulate the polarity and input specificity of synaptic modification. Nature 408, 584-588. doi: 10.1038/35022604
    • (2000) Nature , vol.408 , pp. 584-588
    • Nishiyama, M.1    Hong, K.2    Mikoshiba, K.3    Poo, M.-M.4    Kato, K.5
  • 31
    • 79960642436 scopus 로고    scopus 로고
    • Short-term plasticity and long-term potentiation mimicked in single inorganic synapses
    • Ohno, T., Hasegawa, T., Tsuruoka, T., Terabe, K., Gimzewski, J. K., and Aono, M. (2011). Short-term plasticity and long-term potentiation mimicked in single inorganic synapses. Nat. Mater. 10, 591-595. doi: 10.1038/nmat3054
    • (2011) Nat. Mater. , vol.10 , pp. 591-595
    • Ohno, T.1    Hasegawa, T.2    Tsuruoka, T.3    Terabe, K.4    Gimzewski, J.K.5    Aono, M.6
  • 32
    • 84876106868 scopus 로고    scopus 로고
    • RRAM-based synapse for neuromorphic system with pattern recognition function
    • 2012 IEEE International (San Francisco, CA)
    • Park, S., Kim, H., Choo, M., Noh, J., Sheri, A., Jung, S., et al. (2012). "RRAM-based synapse for neuromorphic system with pattern recognition function," in Electron Devices Meeting (IEDM), 2012 IEEE International (San Francisco, CA). doi: 10.1109/IEDM.2012.6479016
    • (2012) Electron Devices Meeting (IEDM)
    • Park, S.1    Kim, H.2    Choo, M.3    Noh, J.4    Sheri, A.5    Jung, S.6
  • 33
  • 34
    • 79956129424 scopus 로고    scopus 로고
    • Analog memory and spike-timing-dependent plasticity characteristics of a nanoscale titanium oxide bilayer resistive switching device
    • Seo, K., Kim, I., Jung, S., Jo, M., Park, S., Park, J., et al. (2011). Analog memory and spike-timing-dependent plasticity characteristics of a nanoscale titanium oxide bilayer resistive switching device. Nanotechnology 22:254023. doi: 10.1088/0957-4484/22/25/254023
    • (2011) Nanotechnology , vol.22 , pp. 254023
    • Seo, K.1    Kim, I.2    Jung, S.3    Jo, M.4    Park, S.5    Park, J.6
  • 37
    • 84877866599 scopus 로고    scopus 로고
    • Spike-timing-dependent plasticity using biologically realistic action potentials and low-temperature materials
    • Subramaniam, A., Cantley, K. D., Bersuker, G., Gilmer, D. C., and Vogel, E. M. (2013). Spike-timing-dependent plasticity using biologically realistic action potentials and low-temperature materials. IEEE Trans. Nanotechnol. 12, 450-454. doi: 10.1109/TNANO.2013.2256366
    • (2013) IEEE Trans. Nanotechnol. , vol.12 , pp. 450-454
    • Subramaniam, A.1    Cantley, K.D.2    Bersuker, G.3    Gilmer, D.C.4    Vogel, E.M.5
  • 39
    • 33745776126 scopus 로고    scopus 로고
    • Malleability of spike-timing-dependent plasticity at the CA3-CA1 synapse
    • Wittenberg, G. M., and Wang, S. S.-H. (2006). Malleability of spike-timing-dependent plasticity at the CA3-CA1 synapse. J. Neurosci. 26, 6610-6617. doi: 10.1523/JNEUROSCI.5388-05.2006
    • (2006) J. Neurosci. , vol.26 , pp. 6610-6617
    • Wittenberg, G.M.1    Wang, S.S.-H.2
  • 41
    • 80051694093 scopus 로고    scopus 로고
    • Arithmetic and Biologically-inspired computing using phase-change materials
    • Wright, C. D., Liu, Y., Kohary, K. I., Aziz, M. M., and Hicken, R. J. (2011). Arithmetic and Biologically-inspired computing using phase-change materials. Adv. Mater. 23, 3408-3413. doi: 10.1002/adma.201101060
    • (2011) Adv. Mater. , vol.23 , pp. 3408-3413
    • Wright, C.D.1    Liu, Y.2    Kohary, K.I.3    Aziz, M.M.4    Hicken, R.J.5
  • 42
    • 84875158827 scopus 로고    scopus 로고
    • A low energy oxide-based electronic synaptic device for neuromorphic visual systems with tolerance to device variation
    • Yu, S., Gao, B., Fang, Z., Yu, H., Kang, J., and Wong, H.-S. P. (2013). A low energy oxide-based electronic synaptic device for neuromorphic visual systems with tolerance to device variation. Adv. Mater. 25, 1774-1779. doi: 10.1002/adma.201203680
    • (2013) Adv. Mater. , vol.25 , pp. 1774-1779
    • Yu, S.1    Gao, B.2    Fang, Z.3    Yu, H.4    Kang, J.5    Wong, H.-S.P.6
  • 43
    • 79960834019 scopus 로고    scopus 로고
    • An electronic synapse device based on metal oxide resistive switching memory for neuromorphic computation
    • Yu, S., Wu, Y., Jeyasingh, R., Kuzum, D., and Wong, H.-S. P. (2011). An electronic synapse device based on metal oxide resistive switching memory for neuromorphic computation. IEEE Trans. Electron Devices 58, 2729-2737. doi: 10.1109/TED.2011.2147791
    • (2011) IEEE Trans. Electron Devices , vol.58 , pp. 2729-2737
    • Yu, S.1    Wu, Y.2    Jeyasingh, R.3    Kuzum, D.4    Wong, H.-S.P.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.