Quantized synchronization of memristive neural networks with time-varying delays via super-twisting algorithm
Publication
, Journal Article
Sun, B; Wen, S; Wang, S; Huang, T; Chen, Y; Li, P
Published in: Neurocomputing
March 7, 2020
In this paper, we investigate quantized synchronization control problem of memristive neural networks (MNNs) with time-varying delays via super-twisting algorithm. A feedback controller is introduced with quantized method. To enormously reduce the computational complexity of the controller under super-twisting algorithm, two quantized control schemes are proposed with uniform quantizer and logarithmic quantization. We obtain some sufficient conditions of specific control plans to guarantee that the driving MNNs can synchronize with the response MNNs. A neoteric Lyapunov functional is designed to analyze the synchronization problem. Finally, in this paper ending, some illustrative examples are given in support of our results.
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Published In
Neurocomputing
DOI
EISSN
1872-8286
ISSN
0925-2312
Publication Date
March 7, 2020
Volume
380
Start / End Page
133 / 140
Related Subject Headings
- Artificial Intelligence & Image Processing
- 52 Psychology
- 46 Information and computing sciences
- 40 Engineering
- 17 Psychology and Cognitive Sciences
- 09 Engineering
- 08 Information and Computing Sciences
Citation
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MLA
NLM
Sun, B., Wen, S., Wang, S., Huang, T., Chen, Y., & Li, P. (2020). Quantized synchronization of memristive neural networks with time-varying delays via super-twisting algorithm. Neurocomputing, 380, 133–140. https://doi.org/10.1016/j.neucom.2019.11.003
Sun, B., S. Wen, S. Wang, T. Huang, Y. Chen, and P. Li. “Quantized synchronization of memristive neural networks with time-varying delays via super-twisting algorithm.” Neurocomputing 380 (March 7, 2020): 133–40. https://doi.org/10.1016/j.neucom.2019.11.003.
Sun B, Wen S, Wang S, Huang T, Chen Y, Li P. Quantized synchronization of memristive neural networks with time-varying delays via super-twisting algorithm. Neurocomputing. 2020 Mar 7;380:133–40.
Sun, B., et al. “Quantized synchronization of memristive neural networks with time-varying delays via super-twisting algorithm.” Neurocomputing, vol. 380, Mar. 2020, pp. 133–40. Scopus, doi:10.1016/j.neucom.2019.11.003.
Sun B, Wen S, Wang S, Huang T, Chen Y, Li P. Quantized synchronization of memristive neural networks with time-varying delays via super-twisting algorithm. Neurocomputing. 2020 Mar 7;380:133–140.
Published In
Neurocomputing
DOI
EISSN
1872-8286
ISSN
0925-2312
Publication Date
March 7, 2020
Volume
380
Start / End Page
133 / 140
Related Subject Headings
- Artificial Intelligence & Image Processing
- 52 Psychology
- 46 Information and computing sciences
- 40 Engineering
- 17 Psychology and Cognitive Sciences
- 09 Engineering
- 08 Information and Computing Sciences