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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
 

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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.
Journal cover image

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