Circuit design and exponential stabilization of memristive neural networks.
Publication
, Journal Article
Wen, S; Huang, T; Zeng, Z; Chen, Y; Li, P
Published in: Neural networks : the official journal of the International Neural Network Society
March 2015
This paper addresses the problem of circuit design and global exponential stabilization of memristive neural networks with time-varying delays and general activation functions. Based on the Lyapunov-Krasovskii functional method and free weighting matrix technique, a delay-dependent criteria for the global exponential stability and stabilization of memristive neural networks are derived in form of linear matrix inequalities (LMIs). Two numerical examples are elaborated to illustrate the characteristics of the results. It is noteworthy that the traditional assumptions on the boundness of the derivative of the time-varying delays are removed.
Duke Scholars
Published In
Neural networks : the official journal of the International Neural Network Society
DOI
EISSN
1879-2782
ISSN
0893-6080
Publication Date
March 2015
Volume
63
Start / End Page
48 / 56
Related Subject Headings
- Nonlinear Dynamics
- Neural Networks, Computer
- Artificial Intelligence & Image Processing
- Algorithms
- 4905 Statistics
- 4611 Machine learning
- 4602 Artificial intelligence
Citation
APA
Chicago
ICMJE
MLA
NLM
Wen, S., Huang, T., Zeng, Z., Chen, Y., & Li, P. (2015). Circuit design and exponential stabilization of memristive neural networks. Neural Networks : The Official Journal of the International Neural Network Society, 63, 48–56. https://doi.org/10.1016/j.neunet.2014.10.011
Wen, Shiping, Tingwen Huang, Zhigang Zeng, Yiran Chen, and Peng Li. “Circuit design and exponential stabilization of memristive neural networks.” Neural Networks : The Official Journal of the International Neural Network Society 63 (March 2015): 48–56. https://doi.org/10.1016/j.neunet.2014.10.011.
Wen S, Huang T, Zeng Z, Chen Y, Li P. Circuit design and exponential stabilization of memristive neural networks. Neural networks : the official journal of the International Neural Network Society. 2015 Mar;63:48–56.
Wen, Shiping, et al. “Circuit design and exponential stabilization of memristive neural networks.” Neural Networks : The Official Journal of the International Neural Network Society, vol. 63, Mar. 2015, pp. 48–56. Epmc, doi:10.1016/j.neunet.2014.10.011.
Wen S, Huang T, Zeng Z, Chen Y, Li P. Circuit design and exponential stabilization of memristive neural networks. Neural networks : the official journal of the International Neural Network Society. 2015 Mar;63:48–56.
Published In
Neural networks : the official journal of the International Neural Network Society
DOI
EISSN
1879-2782
ISSN
0893-6080
Publication Date
March 2015
Volume
63
Start / End Page
48 / 56
Related Subject Headings
- Nonlinear Dynamics
- Neural Networks, Computer
- Artificial Intelligence & Image Processing
- Algorithms
- 4905 Statistics
- 4611 Machine learning
- 4602 Artificial intelligence