Dynamic event-based recursive filtering for networked systems under the encoding-decoding mechanism

解码方法 计算机科学 编码器 算法 编码(内存) 递归滤波器 量化(信号处理) 滤波器(信号处理) 传输(电信) 有界函数 控制理论(社会学) 实时计算 数学 滤波器设计 人工智能 根升余弦滤波器 计算机视觉 电信 控制(管理) 操作系统 数学分析
作者
Bo Jiang,Yuxuan Shen,Hongli Dong,Fei Han,Gongfa Li
出处
期刊:Journal of The Franklin Institute-engineering and Applied Mathematics [Elsevier BV]
卷期号:359 (12): 6503-6522 被引量:6
标识
DOI:10.1016/j.jfranklin.2022.05.026
摘要

This paper focuses on the dynamic event-based recursive filtering problem for a class of time-varying networked systems under the encoding-decoding mechanism. For the purpose of saving energy consumption, a dynamic event-triggered protocol is applied to determine whether the measurement of the sensor is transmitted or not. In the transmission process of the measurement, a dynamic-quantization-based encoding-decoding mechanism is introduced to encrypt the transmitted measurement. In specific, the measurement outputs are first encoded into codewords which are then transmitted from the encoder to the decoder. After received by the decoder, the codewords are first decoded and then sent to the filter. A bounded uncertainty is introduced to characterize the difference between the original measurement and the decoded measurement. This paper is devoted to developing a recursive filtering algorithm for the considered system such that a minimal upper bound on the filtering error covariance is derived through appropriately designing filter gain. Moreover, the mean-square exponential boundedness of the filtering error is analyzed. Finally, the efficiency and superiority of the proposed algorithm are verified through two simulation examples.
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