TY - JOUR
T1 - Aperiodically Intermittent Control Approach to Finite-Time Synchronization of Delayed Inertial Memristive Neural Networks
AU - Jiang, Yuxin
AU - Zhu, Song
AU - Shen, Mouquan
AU - Wen, Shiping
AU - Mu, Chaoxu
N1 - Publisher Copyright:
© 2020 IEEE.
PY - 2025
Y1 - 2025
N2 - This article investigates the finite-time synchronization (FTS) for inertial memristive neural networks (IMNNs) with time-delays by the aperiodically intermittent control approach. Compared with the reduced-order method utilized in the existing literature, this article considers the FTS of delayed IMNNs directly without order reduction. First, the error IMNNs with time-delays is designed through the theories of set-valued mappings and differential inclusions, and its finite-time stability problem is discussed by applying the finite-time stability theorem. Furthermore, by constructing nonperiodic intermittent state-feedback controller and nonperiodic intermittent adaptive control strategy, the sufficient criteria to ensure the FTS of the master-slave delayed IMNNs are derived, and the settling times are explicitly estimated. Finally, a simulation to confirm the availability of results is provided.
AB - This article investigates the finite-time synchronization (FTS) for inertial memristive neural networks (IMNNs) with time-delays by the aperiodically intermittent control approach. Compared with the reduced-order method utilized in the existing literature, this article considers the FTS of delayed IMNNs directly without order reduction. First, the error IMNNs with time-delays is designed through the theories of set-valued mappings and differential inclusions, and its finite-time stability problem is discussed by applying the finite-time stability theorem. Furthermore, by constructing nonperiodic intermittent state-feedback controller and nonperiodic intermittent adaptive control strategy, the sufficient criteria to ensure the FTS of the master-slave delayed IMNNs are derived, and the settling times are explicitly estimated. Finally, a simulation to confirm the availability of results is provided.
KW - Finite-time stability theorems
KW - finite-time synchronization (FTS)
KW - inertial memristive neural networks (IMNNs)
UR - http://www.scopus.com/inward/record.url?scp=105003021643&partnerID=8YFLogxK
U2 - 10.1109/TAI.2024.3507740
DO - 10.1109/TAI.2024.3507740
M3 - 文章
AN - SCOPUS:105003021643
SN - 2691-4581
VL - 6
SP - 1014
EP - 1023
JO - IEEE Transactions on Artificial Intelligence
JF - IEEE Transactions on Artificial Intelligence
IS - 4
ER -