Robust recursive filtering for uncertain stochastic systems with amplify-and-forward relays

被引:109
作者
Tan, Hailong [1 ,2 ]
Shen, Bo [1 ,2 ]
Peng, Kaixiang [3 ,4 ]
Liu, Hongjian [5 ]
机构
[1] Donghua Univ, Coll Informat Sci & Technol, Shanghai 201620, Peoples R China
[2] Minist Educ, Engn Res Ctr Digitalized Text & Fash Technol, Shanghai 201620, Peoples R China
[3] Minist Educ, Key Lab Knowledge Automat Ind Proc, Beijing, Peoples R China
[4] Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing, Peoples R China
[5] Anhui Polytech Univ, Key Lab Adv Percept & Intelligent Control High En, Minist Educ, Wuhu, Peoples R China
基金
上海市自然科学基金; 中国国家自然科学基金;
关键词
Amplify-and-forward relay; random transmission power; recursive filtering; stochastic systems; uncertain systems; TIME; SELECTION;
D O I
10.1080/00207721.2020.1754960
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper is concerned with the recursive filtering problem for a class of uncertain systems with amplify-and-forward (AF) relays. The parameter uncertainties are described by a set of norm-bounded matrices. An AF relay is located between the sensor and the remote filter to forward the signal received from the sensor to the filter. A set of random variables with certain probability distribution is introduced to characterise the transmission power of the sensor and relay transmitting the measurement. By utilising the average transmission power, a robust filter is first constructed for the stochastic uncertain system. Then, an upper bound is recursively obtained for the filtering error covariance in the presence of random transmission power and parameter uncertainties. The desired gain matrix is further parameterised by minimising the obtained upper bound. Moreover, the boundness is also analysed for the filtering error. Finally, the effectiveness of the proposed filtering algorithm is demonstrated by a numerical example.
引用
收藏
页码:1188 / 1199
页数:12
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