메뉴 건너뛰기




Volumn 5, Issue 2, 2015, Pages 230-241

Oscillatory neural networks based on TMO nano-oscillators and multi-level RRAM cells

Author keywords

Metal oxide resistive memory; neuromorphic computing; oscillatory neural networks; RRAM based nano oscillators

Indexed keywords

CIRCUIT OSCILLATIONS; CMOS INTEGRATED CIRCUITS; COMPUTATION THEORY; COMPUTER ARCHITECTURE; HARDWARE; LOCKS (FASTENERS); METALLIC COMPOUNDS; METALS; NEURAL NETWORKS; OSCILLISTORS; PATTERN RECOGNITION; RANDOM ACCESS STORAGE; VARIABLE FREQUENCY OSCILLATORS;

EID: 85027920237     PISSN: 21563357     EISSN: None     Source Type: Journal    
DOI: 10.1109/JETCAS.2015.2433551     Document Type: Article
Times cited : (61)

References (44)
  • 2
    • 51249194645 scopus 로고
    • A logical calculus of the ideas immanent in nervous activity
    • W. S. McCulloch and W. Pitts, "A logical calculus of the ideas immanent in nervous activity, " Bull. Math. Biophys., vol. 5, no. 4, pp. 115-133, 1943.
    • (1943) Bull. Math. Biophys. , vol.5 , Issue.4 , pp. 115-133
    • McCulloch, W.S.1    Pitts, W.2
  • 3
    • 0020118274 scopus 로고
    • Neural networks and physical systems with emergent collective computational abilities
    • J. J. Hopfield, "Neural networks and physical systems with emergent collective computational abilities, " in Proc. Nat. Acad. Sci., 1982, vol. 79, no. 8, pp. 2554-2558.
    • (1982) Proc. Nat. Acad. Sci. , vol.79 , Issue.8 , pp. 2554-2558
    • Hopfield, J.J.1
  • 5
    • 80455149790 scopus 로고    scopus 로고
    • A digital neurosynaptic core using embedded crossbar memory with 45 pJ per spike in 45nm
    • P. Merolla et al., "A digital neurosynaptic core using embedded crossbar memory with 45 pJ per spike in 45nm, " in Proc. IEEE Custom Integrated Circuits Conf., 2011, pp. 1-4.
    • (2011) Proc. IEEE Custom Integrated Circuits Conf. , pp. 1-4
    • Merolla, P.1
  • 7
    • 2542574167 scopus 로고    scopus 로고
    • Ace16k: The third generation of mixed-signal SIMD-CNN ACE chips toward VSoCs
    • A. Rodríguez-Vázquez et al., "Ace16k: The third generation of mixed-signal SIMD-CNN ACE chips toward VSoCs, " IEEE Trans. Circuits Syst. I, Reg. Papers, vol. 51, no. 5, pp. 851-863, 2004.
    • (2004) IEEE Trans. Circuits Syst. I, Reg. Papers , vol.51 , Issue.5 , pp. 851-863
    • Rodríguez-Vázquez, A.1
  • 8
    • 0028457501 scopus 로고
    • Synchronous oscillations in neuronal systems: Mechanisms and functions
    • C. M. Gray, "Synchronous oscillations in neuronal systems: Mechanisms and functions, " J. Comput. Neurosci., vol. 1, no. 1-2, pp. 11-38, 1994.
    • (1994) J. Comput. Neurosci. , vol.1 , Issue.1-2 , pp. 11-38
    • Gray, C.M.1
  • 9
    • 0021894447 scopus 로고
    • Oscillatory neural networks
    • A. I. Selverston and M. Moulins, "Oscillatory neural networks, " Annu. Rev. Physiol., vol. 47, no. 1, pp. 29-48, 1985.
    • (1985) Annu. Rev. Physiol. , vol.47 , Issue.1 , pp. 29-48
    • Selverston, A.I.1    Moulins, M.2
  • 10
    • 0035989189 scopus 로고    scopus 로고
    • A dynamically coupled neural oscillator network for image segmentation
    • K. Chen and D. Wang, "A dynamically coupled neural oscillator network for image segmentation, " Neural Netw., vol. 15, no. 3, pp. 423-439, 2002.
    • (2002) Neural Netw. , vol.15 , Issue.3 , pp. 423-439
    • Chen, K.1    Wang, D.2
  • 12
    • 0034186952 scopus 로고    scopus 로고
    • Pattern recognition via synchronization in phase-locked loop neural networks
    • May
    • F. C. Hoppensteadt and E. M. Izhikevich, "Pattern recognition via synchronization in phase-locked loop neural networks, " IEEE Trans. Neural Netw., vol. 11, no. 3, pp. 734-738, May 2000.
    • (2000) IEEE Trans. Neural Netw. , vol.11 , Issue.3 , pp. 734-738
    • Hoppensteadt, F.C.1    Izhikevich, E.M.2
  • 13
    • 0034270031 scopus 로고    scopus 로고
    • Synchronization of laser oscillators, associative memory, and optical neurocomputing
    • F. C. Hoppensteadt and E. M. Izhikevich, "Synchronization of laser oscillators, associative memory, and optical neurocomputing, " Phys. Rev. E, vol. 62, no. 3, pp. 4010-4013, 2000.
    • (2000) Phys. Rev. e , vol.62 , Issue.3 , pp. 4010-4013
    • Hoppensteadt, F.C.1    Izhikevich, E.M.2
  • 15
    • 79960776911 scopus 로고    scopus 로고
    • Pattern recognition with simple oscillating circuits
    • R. Hölzel and K. Krischer, "Pattern recognition with simple oscillating circuits, " New J. Phys., vol. 13, no. 7, p. 073031, 2011.
    • (2011) New J. Phys. , vol.13 , Issue.7 , pp. 073031
    • Hölzel, R.1    Krischer, K.2
  • 16
    • 27744604432 scopus 로고    scopus 로고
    • Mutual phase-locking of microwave spin torque nano-oscillators
    • S. Kaka et al., "Mutual phase-locking of microwave spin torque nano-oscillators, " Nature, vol. 437, no. 7057, pp. 389-392, 2005.
    • (2005) Nature , vol.437 , Issue.7057 , pp. 389-392
    • Kaka, S.1
  • 17
    • 35748974883 scopus 로고    scopus 로고
    • Nanoionics-based resistive switching memories
    • R. Waser and M. Aono, "Nanoionics-based resistive switching memories, " Nature Mater., vol. 6, no. 11, pp. 833-840, 2007.
    • (2007) Nature Mater. , vol.6 , Issue.11 , pp. 833-840
    • Waser, R.1    Aono, M.2
  • 18
    • 82155166369 scopus 로고    scopus 로고
    • Modeling the universal set/reset characteristics of bipolar RRAM by field-and temperature-driven filament growth
    • Dec.
    • D. Ielmini, "Modeling the universal set/reset characteristics of bipolar RRAM by field-and temperature-driven filament growth, " IEEE Trans. Electron Devices, vol. 58, no. 12, pp. 4309-4317, Dec. 2011.
    • (2011) IEEE Trans. Electron Devices , vol.58 , Issue.12 , pp. 4309-4317
    • Ielmini, D.1
  • 19
    • 76649133422 scopus 로고    scopus 로고
    • Atomic structure of conducting nanofilaments in TiO resistive switching memory
    • D.-H. Kwon et al., "Atomic structure of conducting nanofilaments in TiO resistive switching memory, " Nature Nanotechnol., vol. 5, no. 2, pp. 148-153, 2010.
    • (2010) Nature Nanotechnol. , vol.5 , Issue.2 , pp. 148-153
    • Kwon, D.-H.1
  • 20
    • 84897882642 scopus 로고    scopus 로고
    • Mechanism of localized electrical conduction at the onset of electroforming in TiO2 based resistive switching devices
    • M. Noman et al., "Mechanism of localized electrical conduction at the onset of electroforming in TiO2 based resistive switching devices, " Appl. Phys. Lett., vol. 104, no. 11, p. 113510, 2014.
    • (2014) Appl. Phys. Lett. , vol.104 , Issue.11 , pp. 113510
    • Noman, M.1
  • 21
    • 78649444385 scopus 로고    scopus 로고
    • A phenomenological model for the reset mechanism of metal oxide RRAM
    • Dec.
    • S. Yu and H.-S. Wong, "A phenomenological model for the reset mechanism of metal oxide RRAM, " IEEE Electron Device Lett., vol. 31, no. 12, pp. 1455-1457, Dec. 2010.
    • (2010) IEEE Electron Device Lett. , vol.31 , Issue.12 , pp. 1455-1457
    • Yu, S.1    Wong, H.-S.2
  • 22
    • 70549106464 scopus 로고    scopus 로고
    • Unified physical model of bipolar oxide-based resistive switching memory
    • Dec.
    • B. Gao et al., "Unified physical model of bipolar oxide-based resistive switching memory, " IEEE Electron Device Lett., vol. 30, no. 12, pp. 1326-1328, Dec. 2009.
    • (2009) IEEE Electron Device Lett. , vol.30 , Issue.12 , pp. 1326-1328
    • Gao, B.1
  • 23
    • 84929359599 scopus 로고    scopus 로고
    • Oxygen vacancy creation, drift, and aggregation in TiO2-based resistive switches at low temperature and voltage
    • J. Kwon, A. A. Sharma, J. A. Bain, Y. N. Picard, and M. Skowronski, "Oxygen vacancy creation, drift, and aggregation in TiO2-based resistive switches at low temperature and voltage, " Adv. Functional Mater., 2015.
    • (2015) Adv. Functional Mater.
    • Kwon, J.1    Sharma, A.A.2    Bain, J.A.3    Picard, Y.N.4    Skowronski, M.5
  • 24
    • 67649143212 scopus 로고    scopus 로고
    • The mechanism of electroforming of metal oxide memristive switches
    • J. J. Yang et al., "The mechanism of electroforming of metal oxide memristive switches, " Nanotechnology, vol. 20, no. 21, p. 215201, 2009.
    • (2009) Nanotechnology , vol.20 , Issue.21 , pp. 215201
    • Yang, J.J.1
  • 25
    • 84862830830 scopus 로고    scopus 로고
    • Highly uniform, self-compliance, and forming-free ALD-based RRAM with GE doping
    • Apr.
    • Z. Wang et al., "Highly uniform, self-compliance, and forming-free ALD-based RRAM with GE doping, " IEEE Trans. Electron Devices, vol. 59, no. 4, pp. 1203-1208, Apr. 2012.
    • (2012) IEEE Trans. Electron Devices , vol.59 , Issue.4 , pp. 1203-1208
    • Wang, Z.1
  • 26
    • 84901049640 scopus 로고    scopus 로고
    • Multi-level control of conductive nano-filament evolution in HfO ReRAM by pulse-train operations
    • L. Zhao et al., "Multi-level control of conductive nano-filament evolution in HfO ReRAM by pulse-train operations, " Nanoscale, vol. 6, no. 11, pp. 5698-5702, 2014.
    • (2014) Nanoscale , vol.6 , Issue.11 , pp. 5698-5702
    • Zhao, L.1
  • 27
    • 36049053305 scopus 로고
    • Reversible electrical switching phenomena in disordered structures
    • S. R. Ovshinsky, "Reversible electrical switching phenomena in disordered structures, " Phys. Rev. Lett., vol. 21, no. 20, p. 1450, 1968.
    • (1968) Phys. Rev. Lett. , vol.21 , Issue.20 , pp. 1450
    • Ovshinsky, S.R.1
  • 28
    • 85027955257 scopus 로고    scopus 로고
    • Electronic instabilities leading to electro-formation of binary metal oxide-based resistive switches
    • A. A. Sharma et al., "Electronic instabilities leading to electro-formation of binary metal oxide-based resistive switches, " Adv. Funct.Mater., 2014.
    • (2014) Adv. Funct.Mater.
    • Sharma, A.A.1
  • 29
    • 0009096406 scopus 로고
    • Stable multifilament structures in semiconductor materials based on a kinetic model
    • K. Kardell, C. Radehaus, R. Dohmen, and H.-G. Purwins, "Stable multifilament structures in semiconductor materials based on a kinetic model, " J. Appl. Phys., vol. 64, no. 11, pp. 6336-6338, 1988.
    • (1988) J. Appl. Phys. , vol.64 , Issue.11 , pp. 6336-6338
    • Kardell, K.1    Radehaus, C.2    Dohmen, R.3    Purwins, H.-G.4
  • 30
    • 81855220848 scopus 로고    scopus 로고
    • Current-controlled negative differential resistance due to Joule heating in TiO2
    • A. Alexandrov et al., "Current-controlled negative differential resistance due to Joule heating in TiO2, " Appl. Phys. Lett., vol. 99, no. 20, p. 202104, 2011.
    • (2011) Appl. Phys. Lett. , vol.99 , Issue.20 , pp. 202104
    • Alexandrov, A.1
  • 31
    • 85028219723 scopus 로고    scopus 로고
    • High-performance oxide-based compact oscillators: Ballast and filament dynamics
    • submitted for publication
    • A. A. Sharma, M. Skowronski, J. A. Bain, and J. A. Weldon, "High-performance oxide-based compact oscillators: Ballast and filament dynamics, " IEEE Trans. Electron Devices, submitted for publication.
    • IEEE Trans. Electron Devices
    • Sharma, A.A.1    Skowronski, M.2    Bain, J.A.3    Weldon, J.A.4
  • 32
    • 84866705610 scopus 로고    scopus 로고
    • Current oscillations in vanadium dioxide: Evidence for electrically triggered percolation avalanches
    • T. Driscoll et al., "Current oscillations in vanadium dioxide: Evidence for electrically triggered percolation avalanches, " Phys. Rev. B, vol. 86, no. 9, p. 094203, 2012.
    • (2012) Phys. Rev. B , vol.86 , Issue.9 , pp. 094203
    • Driscoll, T.1
  • 33
    • 77949746344 scopus 로고    scopus 로고
    • Relaxation oscillations in chalcogenide phase change memory
    • M. Nardone, V. Karpov, and I. Karpov, "Relaxation oscillations in chalcogenide phase change memory, " J. Appl. Phys., vol. 107, no. 5, p. 054519, 2010.
    • (2010) J. Appl. Phys. , vol.107 , Issue.5 , pp. 054519
    • Nardone, M.1    Karpov, V.2    Karpov, I.3
  • 35
    • 84901060572 scopus 로고    scopus 로고
    • Synchronized charge oscillations in correlated electron systems
    • N. Shukla et al., "Synchronized charge oscillations in correlated electron systems, " Sci. Rep., vol. 4, 2014.
    • (2014) Sci. Rep. , vol.4
    • Shukla, N.1
  • 36
    • 85028194018 scopus 로고    scopus 로고
    • Upper Saddle River, NJ: Prentice Hall
    • B. Razavi, RF Microelectronics. Upper Saddle River, NJ: Prentice Hall, 1998, vol. 1.
    • (1998) RF Microelectronics , vol.1
    • Razavi, B.1
  • 37
    • 0000648170 scopus 로고    scopus 로고
    • Phase transitions of an oscillator neural network with a standard Hebb learning rule
    • T. Aonishi, "Phase transitions of an oscillator neural network with a standard Hebb learning rule, " Phys. Rev. E, vol. 58, no. 4, p. 4865, 1998.
    • (1998) Phys. Rev. e , vol.58 , Issue.4 , pp. 4865
    • Aonishi, T.1
  • 38
    • 34147133722 scopus 로고    scopus 로고
    • A design procedure for all-digital phase-locked loops based on a charge-pump phase-locked-loop analogy
    • Mar.
    • V. Kratyuk, P. K. Hanumolu, U.-K. Moon, and K. Mayaram, "A design procedure for all-digital phase-locked loops based on a charge-pump phase-locked-loop analogy, " IEEE Trans. Circuits Syst. II, Exp. Briefs, vol. 54, no. 3, p. 247, Mar. 2007.
    • (2007) IEEE Trans. Circuits Syst. II, Exp. Briefs , vol.54 , Issue.3 , pp. 247
    • Kratyuk, V.1    Hanumolu, P.K.2    Moon, U.-K.3    Mayaram, K.4
  • 39
    • 0002591559 scopus 로고    scopus 로고
    • Elec-troforming and switching in oxides of transition metals: The role of metal-insulator transition in the switching mechanism
    • F. Chudnovskii, L. Odynets, A. Pergament, and G. Stefanovich, "Elec-troforming and switching in oxides of transition metals: The role of metal-insulator transition in the switching mechanism, " J. Solid State Chem., vol. 122, no. 1, pp. 95-99, 1996.
    • (1996) J. Solid State Chem. , vol.122 , Issue.1 , pp. 95-99
    • Chudnovskii, F.1    Odynets, L.2    Pergament, A.3    Stefanovich, G.4
  • 40
    • 84866544568 scopus 로고    scopus 로고
    • Ultralow sub-500nA operating current high-performance TiNAl2O3HfO2HfTiN bipolar RRAM achieved through understanding-based stack-engineering
    • L. Goux et al., "Ultralow sub-500nA operating current high-performance TiNAl2O3HfO2HfTiN bipolar RRAM achieved through understanding-based stack-engineering, " in Proc. IEEE Symp. VLSI Technol., 2012, pp. 159-160.
    • (2012) Proc. IEEE Symp. VLSI Technol. , pp. 159-160
    • Goux, L.1
  • 42
    • 84866561026 scopus 로고    scopus 로고
    • Dynamic 'hour glass' model for set and reset in HfO RRAM
    • R. Degraeve et al., "Dynamic 'hour glass' model for set and reset in HfO RRAM, " in Proc. IEEE Symp. VLSI Technol., 2012, pp. 75-76.
    • (2012) Proc. IEEE Symp. VLSI Technol. , pp. 75-76
    • Degraeve, R.1
  • 43
    • 84866546933 scopus 로고    scopus 로고
    • Multi-level switching of triple-layered TaOx RRAM with excellent reliability for storage class memory
    • S. R. Lee et al., "Multi-level switching of triple-layered TaOx RRAM with excellent reliability for storage class memory, " in Proc. IEEE Symp. VLSI Technol., 2012, pp. 71-72.
    • (2012) Proc. IEEE Symp. VLSI Technol. , pp. 71-72
    • Lee, S.R.1
  • 44
    • 78751542523 scopus 로고    scopus 로고
    • Thermally stable TaO x-based resistive memory with TiN electrode for MLC application
    • L. Zhang et al., "Thermally stable TaO x-based resistive memory with TiN electrode for MLC application, " in Proc. 10th IEEE Int. Conf. Solid-State Integrat. Circuit Technol., 2010, pp. 1160-1162.
    • (2010) Proc. 10th IEEE Int. Conf. Solid-State Integrat. Circuit Technol. , pp. 1160-1162
    • Zhang, L.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.