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Sliding Mode Stabilization of Memristive Neural Networks With Leakage Delays and Control Disturbance.

Publication ,  Journal Article
Sun, B; Cao, Y; Guo, Z; Yan, Z; Wen, S; Huang, T; Chen, Y
Published in: IEEE transactions on neural networks and learning systems
March 2021

In this article, we investigate a class of memristive neural networks (MNNs) with time-varying delays and leakage delays via sliding mode control (SMC) with and without control disturbance. SMC is used to ensure MNNs' stability. According to the characteristics of the MNNs, we consider the following three models: the first is the MNNs with time-varying delays, the second is the MNNs with time-varying delays and the control disturbance, and the third is the MNNs with time-varying delays, leakage delays, and the control disturbance. We quote some assumptions and lemmas to ensure that our main results are true. The sliding surface, the corresponding sliding mode controller, and the Lyapunov functions are constructed in different models to ensure MNNs' stability. Finally, some examples and simulations verify the validity of our main results by solving linear matrix inequality (LMI), and the conclusions and analysis of the results are given.

Duke Scholars

Published In

IEEE transactions on neural networks and learning systems

DOI

EISSN

2162-2388

ISSN

2162-237X

Publication Date

March 2021

Volume

32

Issue

3

Start / End Page

1254 / 1263

Related Subject Headings

  • Artificial Intelligence & Image Processing
  • 4602 Artificial intelligence
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Sun, B., Cao, Y., Guo, Z., Yan, Z., Wen, S., Huang, T., & Chen, Y. (2021). Sliding Mode Stabilization of Memristive Neural Networks With Leakage Delays and Control Disturbance. IEEE Transactions on Neural Networks and Learning Systems, 32(3), 1254–1263. https://doi.org/10.1109/tnnls.2020.2984000
Sun, Bo, Yuting Cao, Zhenyuan Guo, Zheng Yan, Shiping Wen, Tingwen Huang, and Yiran Chen. “Sliding Mode Stabilization of Memristive Neural Networks With Leakage Delays and Control Disturbance.IEEE Transactions on Neural Networks and Learning Systems 32, no. 3 (March 2021): 1254–63. https://doi.org/10.1109/tnnls.2020.2984000.
Sun B, Cao Y, Guo Z, Yan Z, Wen S, Huang T, et al. Sliding Mode Stabilization of Memristive Neural Networks With Leakage Delays and Control Disturbance. IEEE transactions on neural networks and learning systems. 2021 Mar;32(3):1254–63.
Sun, Bo, et al. “Sliding Mode Stabilization of Memristive Neural Networks With Leakage Delays and Control Disturbance.IEEE Transactions on Neural Networks and Learning Systems, vol. 32, no. 3, Mar. 2021, pp. 1254–63. Epmc, doi:10.1109/tnnls.2020.2984000.
Sun B, Cao Y, Guo Z, Yan Z, Wen S, Huang T, Chen Y. Sliding Mode Stabilization of Memristive Neural Networks With Leakage Delays and Control Disturbance. IEEE transactions on neural networks and learning systems. 2021 Mar;32(3):1254–1263.

Published In

IEEE transactions on neural networks and learning systems

DOI

EISSN

2162-2388

ISSN

2162-237X

Publication Date

March 2021

Volume

32

Issue

3

Start / End Page

1254 / 1263

Related Subject Headings

  • Artificial Intelligence & Image Processing
  • 4602 Artificial intelligence