Event-triggered adaptive multi-dimensional Taylor network tracking control for stochastic nonlinear systems

被引:2
|
作者
Du, Yang [1 ]
Zhu, Shan-Liang [1 ,2 ]
Han, Yu-Qun [1 ,2 ,3 ]
机构
[1] Qingdao Univ Sci & Technol, Sch Math & Phys, Qingdao, Peoples R China
[2] Qingdao Univ Sci & Technol, Res Inst Math & Interdisciplinary Sci, Qingdao, Peoples R China
[3] Qingdao Univ Sci & Technol, Sch Math & Phys, Qingdao 266061, Peoples R China
关键词
Adaptive control; event-triggered; multi-dimensional Taylor network; stochastic nonlinear systems; NEURAL-CONTROL; STABILIZATION;
D O I
10.1177/01423312231174944
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
For a class of stochastic nonlinear systems, this paper proposes a novel event-triggered adaptive control scheme by means of multi-dimensional Taylor network (MTN) approach for the first time, which has the advantages of alleviating computational burden and reducing communication frequency. In addition, the event-triggered control (ETC) strategy can effectively save network resource by alleviating the computational burden and reducing the communication frequency. Therefore, the proposed control approach can not only reduce communication frequency but also further alleviate computational burden, thereby saving network resource to a greater extent. The proposed control scheme ensures that all signals of the system are semi-global uniformly ultimately bounded (SGUUB) in probability and the tracking error can be made arbitrarily small by choosing appropriate design parameters. Meanwhile, Zeno behavior can be avoided. Finally, two simulation results are given to illustrate the effectiveness of the proposed scheme.
引用
收藏
页码:193 / 203
页数:11
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