4.6 Article

An Electronic Synapse Device Based on Metal Oxide Resistive Switching Memory for Neuromorphic Computation

Journal

IEEE TRANSACTIONS ON ELECTRON DEVICES
Volume 58, Issue 8, Pages 2729-2737

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TED.2011.2147791

Keywords

Bio-inspired system; neuromorphic computation; resistive switching memory; spike-timing-dependent plasticity (STDP); synapse

Funding

  1. DARPA SyNAPSE
  2. National Science Foundation (NSF) under NSF ECCS [0950305]
  3. Nanoelectronics Research Initiative of the Semiconductor Research Corporation through the NSF/NRI Supplement
  4. Stanford Graduate Fellowship
  5. O. G. Villard Engineering Fund at Stanford
  6. Division Of Physics
  7. Direct For Mathematical & Physical Scien [830228] Funding Source: National Science Foundation
  8. Div Of Electrical, Commun & Cyber Sys
  9. Directorate For Engineering [0950305] Funding Source: National Science Foundation

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The multilevel capability of metal oxide resistive switching memory was explored for the potential use as a single-element electronic synapse device. TiN/HfOx/AlOx/Pt resistive switching cells were fabricated. Multilevel resistance states were obtained by varying the programming voltage amplitudes during the pulse cycling. The cell conductance could be continuously increased or decreased from cycle to cycle, and about 10(5) endurance cycles were obtained. Nominal energy consumption per operation is in the subpicojoule range with a maximum measured value of 6 pJ. This low energy consumption is attractive for the large-scale hardware implementation of neuromorphic computing and brain simulation. The property of gradual resistance change by pulse amplitudes was exploited to demonstrate the spike-timing-dependent plasticity learning rule, suggesting that metal oxide memory can potentially be used as an electronic synapse device for the emerging neuromorphic computation system.

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