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题名Event-Triggered Adaptive Neural Network Tracking Control for Uncertain Systems With Unknown Input Saturation Based on Command Filters
作者
发表日期2024-06-01
发表期刊IEEE Transactions on Neural Networks and Learning Systems
ISSN/eISSN2162-237X
卷号35期号:6页码:8702-8707
摘要

This brief presents a modified event-triggered command filter backstepping tracking control scheme for a class of uncertain nonlinear systems with unknown input saturation based on the adaptive neural network (NN) technique. First, the virtual control functions are reconstructed to address the uncertainties in subsystems by using command filters. A piecewise continuous function is employed to deal with the unknown input saturation problem. Next, an event-triggered tracking controller is developed by utilizing the adaptive NN technique. Compared with standard NN control schemes based on multiple-function-approximators, our controller only requires a single NN. The closed-loop system stability is analyzed based on the Lyapunov stability theorem, and it is shown that the Zeno behavior is also avoided under the designed event-triggering mechanism. Simulation studies are performed to validate the effectiveness of our controller.

关键词Adaptive neural network (NN) backstepping command filter input saturation uncertainty
DOI10.1109/TNNLS.2022.3224065
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收录类别SCIE
语种英语English
WOS研究方向Computer Science ; Engineering
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Hardware & Architecture ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic
WOS记录号WOS:000912792600001
Scopus入藏号2-s2.0-85144070008
引用统计
文献类型期刊论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/11775
专题理工科技学院
通讯作者Yu, Jinpeng
作者单位
1.Qingdao University, School of Automation, The Shandong Key Laboratory of Industrial Control Technology, Qingdao, 266071, China
2.Institute of Artificial Intelligence and Future Networks, Beijing Normal University at Zhuhai, Zhuhai, 519088, China
3.Beijing Normal University-Hong Kong Baptist University (BNU-HKBU) United International College, Guangdong Key Lab of Ai and Multi-Modal Data Processing, Zhuhai, 519087, China
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GB/T 7714
Liu, Jiapeng,Wang, Qing Guo,Yu, Jinpeng. Event-Triggered Adaptive Neural Network Tracking Control for Uncertain Systems With Unknown Input Saturation Based on Command Filters[J]. IEEE Transactions on Neural Networks and Learning Systems, 2024, 35(6): 8702-8707.
APA Liu, Jiapeng, Wang, Qing Guo, & Yu, Jinpeng. (2024). Event-Triggered Adaptive Neural Network Tracking Control for Uncertain Systems With Unknown Input Saturation Based on Command Filters. IEEE Transactions on Neural Networks and Learning Systems, 35(6), 8702-8707.
MLA Liu, Jiapeng,et al."Event-Triggered Adaptive Neural Network Tracking Control for Uncertain Systems With Unknown Input Saturation Based on Command Filters". IEEE Transactions on Neural Networks and Learning Systems 35.6(2024): 8702-8707.
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