• DocumentCode
    18680
  • Title

    Lag Synchronization of Switched Neural Networks via Neural Activation Function and Applications in Image Encryption

  • Author

    Shiping Wen ; Zhigang Zeng ; Tingwen Huang ; Qinggang Meng ; Wei Yao

  • Author_Institution
    Sch. of Autom., Huazhong Univ. of Sci. & Technol., Wuhan, China
  • Volume
    26
  • Issue
    7
  • fYear
    2015
  • fDate
    Jul-15
  • Firstpage
    1493
  • Lastpage
    1502
  • Abstract
    This paper investigates the problem of global exponential lag synchronization of a class of switched neural networks with time-varying delays via neural activation function and applications in image encryption. The controller is dependent on the output of the system in the case of packed circuits, since it is hard to measure the inner state of the circuits. Thus, it is critical to design the controller based on the neuron activation function. Comparing the results, in this paper, with the existing ones shows that we improve and generalize the results derived in the previous literature. Several examples are also given to illustrate the effectiveness and potential applications in image encryption.
  • Keywords
    cryptography; delays; image processing; neural nets; synchronisation; time-varying systems; global exponential lag synchronization; image encryption; neural activation function; switched neural networks; time-varying delays; Biological neural networks; Delays; Educational institutions; Switches; Synchronization; Exponential stability; lag synchronization; switched neural networks; switched neural networks.;
  • fLanguage
    English
  • Journal_Title
    Neural Networks and Learning Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    2162-237X
  • Type

    jour

  • DOI
    10.1109/TNNLS.2014.2387355
  • Filename
    7010021