In this paper, a new static pinning intermittent control based on resource awareness triggering is proposed. A multi-layer control technique is used to synchronize the coupled neural network. First, a hierarchical network structure including pinned and interaction layers is induced using each pinning strategy. Second, using the ideas of average aperiodic intermittent control (AIC) rate method and constructing an auxiliary function, a new lemma is proposed for the pinning intermittent synchronization of coupled networks, where the upper/lower bound restrictions on each control width for AIC are relaxed. Third, to obtain the desired synchronization behavior, a self-triggering mechanism (STM) is proposed to execute the AIC of the pinned and interaction layers. Moreover, the proposed STM is effective for the actuation of the static pinning impulsive control. The static pinning method modifies the single pinning and switching pinning impulsive control. Finally, the proposed results are applied to Chua's circuits, oscillators and small-world networks. Experimental results show the performance of the proposed STM which reduces 34.58% the number of control updates compared to a periodically intermittent event-triggered scheme. Further, for large-scale coupled networks, the N-dimensional Laplacian matrix L can be decomposed into s×s and N-s×N-s dimensions by hierarchical method, thus reducing the complexity of calculation.
Download full-text PDF |
Source |
---|---|
http://dx.doi.org/10.1016/j.neunet.2024.106798 | DOI Listing |
Chaos
December 2024
Department of Mathematics, School of Sciences, National Institute of Technology Andhra Pradesh, Tadepalligudem 534101, India.
This work delineates a comprehensive investigation of the static and kinetic depinning of a domain wall in a notched ferromagnetic nanostrip. More precisely, we consider a 180° Bloch-type domain wall and examine its behavior under the action of an applied magnetic field, spin-polarized electric current, and Rashba field. Moreover, we assume an artificial notch positioned at the edges of the nanostrip, serving as a pinning site for the wall.
View Article and Find Full Text PDFNeural Netw
February 2025
the School of Automation, Nanjing University of Science and Technology, Nanjing, PR China. Electronic address:
In this paper, a new static pinning intermittent control based on resource awareness triggering is proposed. A multi-layer control technique is used to synchronize the coupled neural network. First, a hierarchical network structure including pinned and interaction layers is induced using each pinning strategy.
View Article and Find Full Text PDFNat Commun
November 2024
Department of Materials Science and Engineering, Graduate School of Engineering, Tohoku University, Sendai, Japan.
Like the crystallization of water to ice, magnetic transition occurs at a critical temperature after the slowing down of dynamically fluctuating short-range correlated spins. Here, we report a unique type of magnetic transition characterized by a linear increase in the volume fraction of unconventional static short-range-ordered spin clusters, which triggered a transition into a long-range order at a threshold fraction perfectly matching the bond percolation theory in a new quantum antiferromagnet of pseudo-trigonal Cu(OH)Cl. Static short-range order appeared in its Kagome lattice plane below ca.
View Article and Find Full Text PDFCureus
October 2024
Orthopedics and Traumatology, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education & Research, Wardha, IND.
Tibial shaft fractures are a prevalent and challenging orthopedic injury, often resulting from high-energy trauma. Optimal management of these fractures is crucial to prevent complications such as nonunion, malunion, and prolonged functional impairment. Intramedullary nailing (IMN) is widely regarded as the gold standard for treating these injuries due to its ability to provide stable fixation, preserve soft tissues, and enable early mobilization.
View Article and Find Full Text PDFBMC Musculoskelet Disord
October 2024
Department of Pathology, Jining No. 1 People's Hospital, Jining City, Shandong Province, 272011, China.
Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!