• DocumentCode
    57138
  • Title

    Digital Implementation of a Biological Astrocyte Model and Its Application

  • Author

    Soleimani, H. ; Bavandpour, M. ; Ahmadi, A. ; Abbott, D.

  • Author_Institution
    Dept. of Electr. Eng., Razi Univ., Kermanshah, Iran
  • Volume
    26
  • Issue
    1
  • fYear
    2015
  • fDate
    Jan. 2015
  • Firstpage
    127
  • Lastpage
    139
  • Abstract
    This paper presents a modified astrocyte model that allows a convenient digital implementation. This model is aimed at reproducing relevant biological astrocyte behaviors, which provide appropriate feedback control in regulating neuronal activities in the central nervous system. Accordingly, we investigate the feasibility of a digital implementation for a single astrocyte and a biological neuronal network model constructed by connecting two limit-cycle Hopf oscillators to an implementation of the proposed astrocyte model using oscillator-astrocyte interactions with weak coupling. Hardware synthesis, physical implementation on field-programmable gate array, and theoretical analysis confirm that the proposed astrocyte model, with considerably low hardware overhead, can mimic biological astrocyte model behaviors, resulting in desynchronization of the two coupled limit-cycle oscillators.
  • Keywords
    biology; feedback; limit cycles; neural nets; oscillations; biological astrocyte model behaviors; biological neuronal network model; digital implementation; feedback control; limit-cycle Hopf oscillators; neuronal activity regulation; Biological system modeling; Calcium; Computational modeling; Mathematical model; Oscillators; Synchronization; Coupled limit-cycle oscillators; desynchronization; digital modified astrocyte model; field-programmable gate array (FPGA); field-programmable gate array (FPGA).;
  • fLanguage
    English
  • Journal_Title
    Neural Networks and Learning Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    2162-237X
  • Type

    jour

  • DOI
    10.1109/TNNLS.2014.2311839
  • Filename
    6781041