Projective Synchroniztion of Neural Networks via Continuous/Periodic Event-Based Sampling Algorithms
Publication
, Journal Article
Wang, S; Cao, Y; Wen, S; Guo, Z; Huang, T; Chen, Y
Published in: IEEE Transactions on Network Science and Engineering
October 1, 2020
This study concerns the projective synchronization problem of basic neural networks via continuous/periodic event-based sampling algorithms. Firstly, an event-Triggering control scheme is proposed via continuous sampling. In addition, there exists a consistent positive lower bound for the time interval between two successive trigger events, which implies that the Zeno phenomenon will not occur. Next, by designing an appropriate sampling period, a more practical event-Triggering scheme is proposed with periodic sampling, which can ensure the projective synchronization of the drive-response neural networks systems. Finally, several examples are elaborated to substantiate the theoretical results.
Duke Scholars
Published In
IEEE Transactions on Network Science and Engineering
DOI
EISSN
2327-4697
Publication Date
October 1, 2020
Volume
7
Issue
4
Start / End Page
2746 / 2754
Citation
APA
Chicago
ICMJE
MLA
NLM
Wang, S., Cao, Y., Wen, S., Guo, Z., Huang, T., & Chen, Y. (2020). Projective Synchroniztion of Neural Networks via Continuous/Periodic Event-Based Sampling Algorithms. IEEE Transactions on Network Science and Engineering, 7(4), 2746–2754. https://doi.org/10.1109/TNSE.2020.2985409
Wang, S., Y. Cao, S. Wen, Z. Guo, T. Huang, and Y. Chen. “Projective Synchroniztion of Neural Networks via Continuous/Periodic Event-Based Sampling Algorithms.” IEEE Transactions on Network Science and Engineering 7, no. 4 (October 1, 2020): 2746–54. https://doi.org/10.1109/TNSE.2020.2985409.
Wang S, Cao Y, Wen S, Guo Z, Huang T, Chen Y. Projective Synchroniztion of Neural Networks via Continuous/Periodic Event-Based Sampling Algorithms. IEEE Transactions on Network Science and Engineering. 2020 Oct 1;7(4):2746–54.
Wang, S., et al. “Projective Synchroniztion of Neural Networks via Continuous/Periodic Event-Based Sampling Algorithms.” IEEE Transactions on Network Science and Engineering, vol. 7, no. 4, Oct. 2020, pp. 2746–54. Scopus, doi:10.1109/TNSE.2020.2985409.
Wang S, Cao Y, Wen S, Guo Z, Huang T, Chen Y. Projective Synchroniztion of Neural Networks via Continuous/Periodic Event-Based Sampling Algorithms. IEEE Transactions on Network Science and Engineering. 2020 Oct 1;7(4):2746–2754.
Published In
IEEE Transactions on Network Science and Engineering
DOI
EISSN
2327-4697
Publication Date
October 1, 2020
Volume
7
Issue
4
Start / End Page
2746 / 2754