• DocumentCode
    556776
  • Title

    The mathematical model of a biologically inspired electronic neuron for ease the design of spiking neural networks topology

  • Author

    Hulea, Mircea Gh

  • Author_Institution
    Tech. Univ. Gheorghe Asachi of Iasi, Iasi, Romania
  • fYear
    2011
  • fDate
    14-16 Oct. 2011
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    This paper presents the mathematical model of a biologically inspired neuron which was previously tested and implemented in hardware. This neuron mimics the spiking nature of natural neurons and adds the learning mechanisms of biological synapses. The goal of the mathematical model elaboration is to ease the process of developing the topology of analogue spiking neural networks using computer simulations while keeping the computation time low.
  • Keywords
    learning (artificial intelligence); neural nets; analogue spiking neural networks; biological synapses; biologically inspired electronic neuron; learning mechanisms; mathematical model; spiking neural networks topology; Biological system modeling; Biomembranes; Capacitors; Electric potential; Mathematical model; Neurons;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    System Theory, Control, and Computing (ICSTCC), 2011 15th International Conference on
  • Conference_Location
    Sinaia
  • Print_ISBN
    978-1-4577-1173-2
  • Type

    conf

  • Filename
    6085734