• DocumentCode
    144748
  • Title

    Stability analysis on neural networks with a class of Mexican-hat-type activation functions

  • Author

    Lili Wang

  • Author_Institution
    Dept. of Appl. Math., Shanghai Univ. of Finance & Econ., Shanghai, China
  • Volume
    2
  • fYear
    2014
  • fDate
    26-28 April 2014
  • Firstpage
    1151
  • Lastpage
    1155
  • Abstract
    A class of neural networks with Mexican-hat-type activation functions are discussed in this paper. By differentiating the external inputs Ii (i = 1,2,..., n) into different four ranges, a set of new sufficient conditions are presented to study the multistability of systems. The obtained results improve and extend some recent works.
  • Keywords
    neural nets; stability; transfer functions; Mexican-Hat-type activation functions; neural networks; stability analysis; sufficient conditions; system multistability; Biological neural networks; Cellular neural networks; Indexes; Stability criteria; Trajectory; Mexican-hat activation; Neural networks; multistability;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Science, Electronics and Electrical Engineering (ISEEE), 2014 International Conference on
  • Conference_Location
    Sapporo
  • Print_ISBN
    978-1-4799-3196-5
  • Type

    conf

  • DOI
    10.1109/InfoSEEE.2014.6947851
  • Filename
    6947851
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=144748