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Neuro Inspired Computing with Coupled Relaxation Oscillators

Published: 01 June 2014 Publication History

Abstract

Harnessing the computational capabilities of dynamical systems has attracted the attention of scientists and engineers form varied technical disciplines over decades. The time evolution of coupled, non-linear synchronous oscillatory systems has led to active research in understanding their dynamical properties and exploring their applications in brain-inspired, neuromorphic computational models. In this paper we present the realization of coupled and scalable relaxation-oscillators utilizing the metal-insulator-metal transition of vanadium-dioxide (VO2) thin films. We demonstrate the potential use of such a system in pattern recognition, as one possible computational model using such a system.

References

[1]
E. M. Izhikevich, "Computing with oscillators," 2000.
[2]
T. Roska, A. Horvath, A. Stubendek, F. Corinto, G. Csaba, W. Porod, T. Shibata, and G. Bourianoff, "An Associative Memory with oscillatory CNN arrays using spin torque oscillator cells and spin-wave interactions architecture and End-to-end Simulator," in 2012 13th International Workshop on Cellular Nanoscale Networks and Their Applications (CNNA), 2012, pp. 1--3.
[3]
T. Shibata, R. Zhang, S. P. Levitan, D. E. Nikonov, and G. I. Bourianoff, "CMOS supporting circuitries for nano-oscillator-based associative memories," in 2012 13th International Workshop on Cellular Nanoscale Networks and Their Applications (CNNA), 2012, pp. 1--5.
[4]
S. P. Levitan, Y. Fang, D. H. Dash, T. Shibata, D. E. Nikonov, and G. I. Bourianoff, "Non-Boolean associative architectures based on nano-oscillators," in 2012 13th International Workshop on Cellular Nanoscale Networks and Their Applications (CNNA), 2012, pp. 1--6.
[5]
G. Csaba, M. Pufall, D. E. Nikonov, G. I. Bourianoff, A. Horvath, T. Roska, and W. Porod, "Spin torque oscillator models for applications in associative memories," in 2012 13th International Workshop on Cellular Nanoscale Networks and Their Applications (CNNA), 2012, pp. 1--2.
[6]
S. Kaka, M. R. Pufall, W. H. Rippard, T. J. Silva, S. E. Russek, and J. a Katine, "Mutual phase-locking of microwave spin torque nano-oscillators.," Nature, vol. 437, no. 7057, pp. 389--92, Sep. 2005.
[7]
L. A. Ladd and W. Paul, "Optical and transport properties of high quality crystals of V2O4 near the metallic transition temperature," Solid State Commun., vol. 7, no. 4, pp. 425--428, Feb. 1969.
[8]
M. M. Qazilbash, M. Brehm, B.-G. Chae, P.-C. Ho, G. O. Andreev, B.-J. Kim, S. J. Yun, a V Balatsky, M. B. Maple, F. Keilmann, H.-T. Kim, and D. N. Basov, "Mott transition in VO2 revealed by infrared spectroscopy and nano-imaging.," Science, vol. 318, no. 5857, pp. 1750--3, Dec. 2007.
[9]
B.-J. Kim, Y. Lee, S. Choi, J.-W. Lim, S. Yun, H.-T. Kim, T.-J. Shin, and H.-S. Yun, "Micrometer x-ray diffraction study of VO2 films: Separation between metal-insulator transition and structural phase transition," Phys. Rev. B, vol. 77, no. 23, p. 235401, Jun. 2008.
[10]
H.-T. Kim, B.-G. Chae, D.-H. Youn, S.-L. Maeng, G. Kim, K.-Y. Kang, and Y.-S. Lim, "Mechanism and observation of Mott transition in VO2-based two- and three-terminal devices," New J. Phys., vol. 6, pp. 52--52, May 2004.
[11]
A. Cavalleri, C. Tóth, C. Siders, J. Squier, F. Ráksi, P. Forget, and J. Kieffer, "Femtosecond Structural Dynamics in VO2 during an Ultrafast Solid-Solid Phase Transition," Phys. Rev. Lett., vol. 87, no. 23, p. 237401, Nov. 2001.
[12]
J. Cao, E. Ertekin, V. Srinivasan, W. Fan, S. Huang, H. Zheng, J. W. L. Yim, D. R. Khanal, D. F. Ogletree, J. C. Grossman, and J. Wu, "Strain engineering and one-dimensional organization of metal-insulator domains in single-crystal vanadium dioxide beams.," Nat. Nanotechnol., vol. 4, no. 11, pp. 732--7, Nov. 2009.
[13]
A. Zylbersztejn, "Metal-insulator transition in vanadium dioxide," Phys. Rev. B, vol. 11, no. 11, pp. 4383--4395, Jun. 1975.
[14]
T. M. Rice and J. P. Pouget, "Comment on 'VO2: Peierls or Mott-Hubbard? A View from Band Theory'," Phys. Rev. Lett., vol. 73, no. 22, pp. 3042--3042, Nov. 1994.
[15]
R. M. Wentzcovitch, "VO2: Peierls or Mott-Hubbard? A view from band theory," Phys. Rev. Lett., vol. 72, no. 21, pp. 3389--3392, May 1994.
[16]
A. Cavalleri, T. Dekorsy, H. Chong, J. Kieffer, and R. Schoenlein, "Evidence for a structurally-driven insulator-to-metal transition in VO2: A view from the ultrafast timescale," Phys. Rev. B, vol. 70, no. 16, p. 161102, Oct. 2004.
[17]
V. Eyert, "VO2: A Novel View from Band Theory," Phys. Rev. Lett., vol. 107, no. 1, p. 016401, Jun. 2011.
[18]
Z. Yang, C. Ko, and S. Ramanathan, "Oxide Electronics Utilizing Ultrafast Metal-Insulator Transitions," Annu. Rev. Mater. Res., vol. 41, no. 1, pp. 337--367, Aug. 2011.
[19]
N. Sugimoto, S. Onoda, and N. Nagaosa, "Field-induced metal-insulator transition and switching phenomenon in correlated insulators," Phys. Rev. B, vol. 78, no. 15, p. 155104, Oct. 2008.
[20]
C. J. Hu, "Self-sustained oscillation in an Rh-C or Rh-L circuit containing a hysteresis resistor Rh" IEEE Trans. Circuits Syst., vol. 33, no. 6, pp. 636--641, Jun. 1986.
[21]
A. Kar, N. Shukla, E. Freeman, H. Paik, H. Liu, R. Engel-Herbert, S. S. N. Bharadwaja, D. G. Schlom, and S. Datta, "Intrinsic electronic switching time in ultrathin epitaxial vanadium dioxide thin film," Appl. Phys. Lett., vol. 102, no. 7, p. 072106, 2013.
[22]
M. D. Pickett and R. S. Williams, "Sub-100 fJ and sub-nanosecond thermally driven threshold switching in niobium oxide crosspoint nanodevices" Nanotechnology, vol. 23, no. 21, p. 215202, Jun. 2012.
[23]
T. Saito, "On a coupled relaxation oscillator," IEEE Trans. Circuits Syst., vol. 35, no. 9, pp. 1147--1155, 1988.

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    cover image ACM Other conferences
    DAC '14: Proceedings of the 51st Annual Design Automation Conference
    June 2014
    1249 pages
    ISBN:9781450327305
    DOI:10.1145/2593069
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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    Published: 01 June 2014

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    • (2022)Ferroelectric FET-Based Implementation of FitzHugh-Nagumo Neuron ModelIEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems10.1109/TCAD.2021.310140741:7(2107-2114)Online publication date: Jul-2022
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