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On the Design of Fuzzy Adaptive State Estimator for a Flexible Air-breathing Hypersonic Vehicle
Tao Xinlong1,2; Yi Jianqiang1,2; Tan Xiangmin2; Liu Zhen2
2018
会议名称the 14th IEEE International Conference on Automation Science and Engineering (CASE 2018)
会议日期August 20-24, 2018
会议地点Munich, Germany
出版者IEEE Computer Society
摘要

Flexible air-breathing hypersonic vehicle (FAHV) inevitably suffers unknown aerodynamic disturbances as well as measurement noises in real flight. Although fixed-gain state estimator proposed in our previous work can effectively restrain the measurement noises, it may not perform well when large model disturbances and uncertainties exist. Focusing on this problem, we first study how the state estimator gains affect the transient process of FAHV. Then, the contradiction between accurate and fast state reconstruction versus high-frequency measurement noise suppression is analyzed. Based on the knowledge in choosing the state estimator gains, we design two fuzzy logic systems (FLSs), for the velocity channel and altitude channel respectively, to adapt the gains online. Finally, a novel knowledge-based fuzzy adaptive state estimator (FASE) is developed, which can realize accurate and fast state reconstruction in the transient process as well as high-frequency noise suppression in the steady-state process. Comparative simulation results verify the improvements of our proposed FASE on FAHV tracking performances.

收录类别EI
语种英语
文献类型会议论文
条目标识符http://ir.ia.ac.cn/handle/173211/23653
专题综合信息系统研究中心
作者单位1.School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing 100049, China
2.Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China
第一作者单位中国科学院自动化研究所
推荐引用方式
GB/T 7714
Tao Xinlong,Yi Jianqiang,Tan Xiangmin,et al. On the Design of Fuzzy Adaptive State Estimator for a Flexible Air-breathing Hypersonic Vehicle[C]:IEEE Computer Society,2018.
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