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author:

Li, F. (Li, F..) [1] | Sang, H. (Sang, H..) [2] | Wang, P. (Wang, P..) [3] | Zhao, Y. (Zhao, Y..) [4] | Ma, Y. (Ma, Y..) [5] | Dimirovski, G.M. (Dimirovski, G.M..) [6]

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Scopus

Abstract:

This investigation primarily centers on the reachable-set-based bumpless transfer control (BTC) for the synchronization of switched neutral-type neural networks (SNNNs). In order to mitigate the conservatism inherent in the traditional state-dependent switching strategies (SDSSs) and combined switching strategies (CSSs), an improved CSS leveraging the historical information of neuron states and neutral delay is developed. By constructing a time-dependent multiple Lyapunov-Krasovskii functional (TDMLF) technique, a less conservative criterion for reachable set estimation (RSE) is first established. In the subsequent, the established design framework is further employed by the BTC for the synchronization of SNNNs. The corresponding synchronization criterion is derived, which ensures that the resultant synchronization error influenced by bounded external inputs can be confined to an anticipated bounded set. Also, the underlying control bumps at switching instants during switching instants are effectively constrained to a specific level. Ultimately, the practicability and superiority of the proposed design framework are confirmed via two simulation examples. © 2025 John Wiley & Sons Ltd.

Keyword:

bumpless transfer performance improved combined switching strategy reachable set estimation switched neutral-type neural networks synchronization control

Community:

  • [ 1 ] [Li F.]College of Marine Electrical Engineering, Dalian Maritime University, Dalian, China
  • [ 2 ] [Sang H.]College of Marine Electrical Engineering, Dalian Maritime University, Dalian, China
  • [ 3 ] [Wang P.]School of Mathematics and Statistics, Fuzhou University, Fuzhou, China
  • [ 4 ] [Zhao Y.]College of Marine Electrical Engineering, Dalian Maritime University, Dalian, China
  • [ 5 ] [Ma Y.]School of Internet of Things, Nanjing University of Posts and Telecommunications, Nanjing, China
  • [ 6 ] [Dimirovski G.M.]Doctoral School FEIT, SS Cyril and Methodius University, Skopje, North Macedonia

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Source :

International Journal of Robust and Nonlinear Control

ISSN: 1049-8923

Year: 2025

Issue: 6

Volume: 35

Page: 2310-2323

3 . 2 0 0

JCR@2023

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

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