• DocumentCode
    1768695
  • Title

    ReRAM-based synaptic device for neuromorphic computing

  • Author

    Jun-Woo Jang ; Sangsu Park ; Yoon-Ha Jeong ; Hyunsang Hwang

  • Author_Institution
    Pohang Univ. of Sci. & Technol. (POSTECH), Pohang, South Korea
  • fYear
    2014
  • fDate
    1-5 June 2014
  • Firstpage
    1054
  • Lastpage
    1057
  • Abstract
    To compete with nonvolatile FLASH memory technology, we need to develop stackable, cross-point ReRAM device. Although various materials have been reported, it is difficult to meet device criteria such as high speed operation, low power switching, switching uniformity, endurance, long-term retention and selection device for cross-point array. We have investigated various ReRAM devices to meet the nonvolatile memory requirements. We developed wafer scale PCMO-ReRAM devices which exhibit excellent switching uniformity and analog memory behavior. Using PCMO-ReRAM, we can implement analog artificial synapse characteristics for neuromorphic systems. We demonstrated the optimum ReRAM synapse characteristics which are suitable for the neuromorphic application. We compared the time series prediction and face recognition function with varying potentiation and depression characteristics of ReRAM synapse.
  • Keywords
    multilayer perceptrons; random-access storage; ReRAM-based synaptic device; analog artificial synapse characteristics; analog memory behavior; cross-point ReRAM device; cross-point array; depression characteristics; device criteria; face recognition function; long-term retention-selection device; multilayer perceptron neural network; neuromorphic computing; neuromorphic systems; nonvolatile FLASH memory technology; nonvolatile memory requirement; optimum ReRAM synapse characteristics; power switching; speed operation; switching uniformity; time series prediction; wafer scale PCMO-ReRAM devices; Analog memory; Face recognition; Memristors; Multilayer perceptrons; Neuromorphics; Neurons; Time series analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems (ISCAS), 2014 IEEE International Symposium on
  • Conference_Location
    Melbourne VIC
  • Print_ISBN
    978-1-4799-3431-7
  • Type

    conf

  • DOI
    10.1109/ISCAS.2014.6865320
  • Filename
    6865320