具有滤波和前向连续中继的随机系统的递归滤波

IF 15.3 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS Ieee-Caa Journal of Automatica Sinica Pub Date : 2024-04-16 DOI:10.1109/JAS.2023.124110
Hailong Tan;Bo Shen;Qi Li;Hongjian Liu
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引用次数: 0

摘要

本文考虑了随机系统在滤波和前向连续中继(FFSR)网络上的递归滤波问题。FFSR 位于传感器和远程滤波器之间,用于转发测量信号。在连续中继中,采用两个合作中继节点交替转发信号,从而存在切换特性和中继间干扰(IRI)。本文的目标是针对中继的切换特性和 IRI,同时为 FFSR 和随机系统设计最优递归滤波器。首先,通过分析 FFSR 的传输机制,提出了统一测量模型。然后,针对 FFSR 和随机系统构建了具有开关参数的新型滤波器结构。在归纳法的帮助下,滤波误差协方差以耦合差分方程的形式呈现。接下来,通过最小化滤波误差协方差的迹线,进一步得到所需的滤波增益矩阵。此外,还分析了滤波算法的稳定性能,其中保证了滤波误差协方差的统一约束。最后,通过一个三阶电阻-电感-电容电路系统验证了所提出的滤波方法相对于 FFSR 的有效性。
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Recursive Filtering for Stochastic Systems with Filter-and-Forward Successive Relays
In this paper, the recursive filtering problem is considered for stochastic systems over filter-and-forward successive relay (FFSR) networks. An FFSR is located between the sensor and the remote filter to forward the measurement. In the successive relay, two cooperative relay nodes are adopted to forward the signals alternatively, thereby existing switching characteristics and inter-relay interferences (IRI). Since the filter-and-forward scheme is employed, the signal received by the relay is retransmitted after it passes through a linear filter, The objective of the paper is to concurrently design optimal recursive filters for FFSR and stochastic systems against switching characteristics and IRI of relays. First, a uniform measurement model is proposed by analyzing the transmission mechanism of FFSR. Then, novel filter structures with switching parameters are constructed for both FFSR and stochastic systems. With the help of the inductive method, filtering error covariances are presented in the form of coupled difference equations. Next, the desired filter gain matrices are further obtained by minimizing the trace of filtering error covariances. Moreover, the stability performance of the filtering algorithm is analyzed where the uniform bound is guaranteed on the filtering error covariance. Finally, the effectiveness of the proposed filtering method over FFSR is verified by a three-order resistance-inductance-capacitance circuit system.
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来源期刊
Ieee-Caa Journal of Automatica Sinica
Ieee-Caa Journal of Automatica Sinica Engineering-Control and Systems Engineering
CiteScore
23.50
自引率
11.00%
发文量
880
期刊介绍: The IEEE/CAA Journal of Automatica Sinica is a reputable journal that publishes high-quality papers in English on original theoretical/experimental research and development in the field of automation. The journal covers a wide range of topics including automatic control, artificial intelligence and intelligent control, systems theory and engineering, pattern recognition and intelligent systems, automation engineering and applications, information processing and information systems, network-based automation, robotics, sensing and measurement, and navigation, guidance, and control. Additionally, the journal is abstracted/indexed in several prominent databases including SCIE (Science Citation Index Expanded), EI (Engineering Index), Inspec, Scopus, SCImago, DBLP, CNKI (China National Knowledge Infrastructure), CSCD (Chinese Science Citation Database), and IEEE Xplore.
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