滤波器(信号处理)
控制理论(社会学)
过滤问题
计算机科学
网络数据包
传感器融合
协议(科学)
李雅普诺夫函数
融合
滤波器设计
数学优化
非线性系统
数学
人工智能
医学
计算机网络
语言学
哲学
物理
替代医学
控制(管理)
病理
量子力学
计算机视觉
作者
Yuhang Jin,Xiaosen Ma,Xueyang Meng,Yun Chen
标识
DOI:10.1080/00207721.2023.2208130
摘要
In this paper, the distributed mixed H2/H∞ fusion filter design problem is investigated for a class of cyber-physical systems subject to non-ideal measurements under Round-Robin protocol. To save the limited communication resources, the Round-Robin protocol is employed to schedule the data transmissions from the sensors to the remote filters. The measurement is imperfect by taking into account the noises, the random saturations, nonlinearity perturbations and packet dropouts. The objective of this study is to propose a desired fusion filtering method that ensures the prescribed performance constraints on both the local and fusion filtering error dynamics. With the aid of Lyapunov function and stochastic analysis technique, a sufficient condition is established to guarantee the mixed H2/H∞ performance index for the local filtering error systems, and then the filter parameter matrices are derived by resorting to the solutions to some matrix inequalities. Subsequently, on the basis of the obtained local state estimates, the proper fusion parameters are acquired by solving a convex optimisation problem. Finally, a numerical example is provided to demonstrate the effectiveness of the designed fusion filter.
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