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空天防御  2020, Vol. 3 Issue (2): 37-43    
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  导航制导与控制技术 本期目录 | 过刊浏览 | 高级检索 |
基于神经网络观测器的容错控制技术研究
荆家玮1,王伟2,牛智奇2,赵良玉1
 1. 北京理工大学宇航学院,北京 100081;2. 西安现代控制技术研究所,西安 710065
Research on Fault-tolerant Control Technology Based on Neural Network Observer
JING Jiawei1, WANG Wei2, NIU Zhiqi2, ZHAO Liangyu1
1. School of Aerospace Engineering, Beijing Institute of Technology, Beijing 100081, China; 
2. Xi'an Modern Control Technology Research Institute,Xi'an 710065, Shaanxi, China
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摘要 针对执行机构受限条件下的故障估计与容错控制问题,首先建立了含有故障模型的制导火箭纵向和侧向线性化运动模型,然后在考虑系统参数时变不确定性的情况下,采用基于神经网络观测器的故障估计方法对故障程度和系统状态参数进行有效观测。通过设计一种鲁棒自适应容错补偿控制器,解决了执行机构不同程度失效或卡死故障下的状态收敛问题。最后,通过3种故障模式的数值仿真,验证了所提算法对执行机构故障处理的有效性和鲁棒性。
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Abstract
Aiming at the problem of fault estimation and fault-tolerant control under the constraints of actuators, the longitudinal and lateral linearized motion models of guided rocket containing the fault model were firstly established. Then, considering the time-varying uncertainty of the system parameters, the fault diagnosis and estimation methods based on neural network observers were introduced to effectively observe the degree of fault and system state parameters. By designing a robust adaptive fault-tolerant compensation controller, it solved the problem of state convergence under different degrees of actuator fault or stuck fault. Finally, three fault types of numerical simulations verified the effectiveness and robustness of the proposed algorithm for fault handling of actuators.
收稿日期: 2019-12-29      出版日期: 2020-06-21
ZTFLH:  TJ675.3  
基金资助:国家自然科学基金(No. 11532002);兵器203所红箭基金
通讯作者: 赵良玉(1981—),男,博士,副教授,博士生导师。     E-mail: zhaoly@bit.edu.cn
作者简介: 荆家玮(1995—),女,硕士,主要研究方向为飞行动力学与控制。
引用本文:   
荆家玮, 王伟, 牛智奇, 赵良玉. 基于神经网络观测器的容错控制技术研究[J]. 空天防御, 2020, 3(2): 37-43.
JING Jiawei, WANG Wei, NIU Zhiqi, ZHAO Liangyu.
Research on Fault-tolerant Control Technology Based on Neural Network Observer
. Air & Space Defense, 2020, 3(2): 37-43.
链接本文:  
https://www.qk.sjtu.edu.cn/ktfy/CN/      或      https://www.qk.sjtu.edu.cn/ktfy/CN/Y2020/V3/I2/37

参考文献
[1] 陈泽宏, 钟继鸿, 赵宏宇, 王鉴. 基于扩张状态观测器的有限时间收敛制导律[J]. 空天防御, 2019, 2(3): 25-30.
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