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
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