发表状态 | 已发表Published |
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/eISSN | 2162-237X |
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 |
DOI | 10.1109/TNNLS.2022.3224065 |
URL | 查看来源 |
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 |
推荐引用方式 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. |
条目包含的文件 | 条目无相关文件。 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论