• DocumentCode
    1342244
  • Title

    Neuromorphic, Digital, and Quantum Computation With Memory Circuit Elements

  • Author

    Pershin, Yuriy V. ; Ventra, Massimiliano Di

  • Author_Institution
    Dept. of Phys. & Astron., Univ. of South Carolina, Columbia, SC, USA
  • Volume
    100
  • Issue
    6
  • fYear
    2012
  • fDate
    6/1/2012 12:00:00 AM
  • Firstpage
    2071
  • Lastpage
    2080
  • Abstract
    Memory effects are ubiquitous in nature and the class of memory circuit elements - which includes memristive, memcapacitive, and meminductive systems - shows great potential to understand and simulate the associated physical processes. Here, we show that such elements can also be used in electronic schemes mimicking biologically inspired computer architectures, performing digital logic and arithmetic operations, and can expand the capabilities of certain quantum computation schemes. In particular, we will discuss some examples where the concept of memory elements is relevant to the realization of associative memory in neuronal circuits, spike-timing-dependent plasticity (STDP) of synapses, and digital and field-programmable quantum computing.
  • Keywords
    memristors; quantum theory; random-access storage; STDP; biologically inspired computer architectures; digital computation; digital quantum computing; field-programmable quantum computing; memcapacitive systems; meminductive systems; memory circuit elements; memristive systems; neuromorphic computation; neuronal circuits; quantum computation schemes; spike-timing-dependent plasticity; Biological neural networks; Biological system modeling; Capacitance; Hysteresis; Neuromorphics; Quantum computing; Threshold voltage; Capacitance; dynamic response; hysteresis; inductance; memory; resistance;
  • fLanguage
    English
  • Journal_Title
    Proceedings of the IEEE
  • Publisher
    ieee
  • ISSN
    0018-9219
  • Type

    jour

  • DOI
    10.1109/JPROC.2011.2166369
  • Filename
    6035950