网络控制系统在有限容量和丢失信道上的状态估计

IF 1.2 4区 计算机科学 Q4 AUTOMATION & CONTROL SYSTEMS Archives of Control Sciences Pub Date : 2023-07-20 DOI:10.24425/acs.2019.131232
Qingquan Liu, Rui Ding, Chunqiang Chen
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引用次数: 0

摘要

本文研究了传感器和控制器在地理上分离并在有限容量的加性高斯白噪声(AWGN)通信信道上连接的线性时不变系统的状态估计。这样的通道被视为漏出(时代确定)通道。特别地,我们考虑了数据速率有限的情况,给出了AWGN信道上均方可观测数据速率的一个充分必要条件。当信道的数据速率大于给定的下界时,系统是均方可观察的。结果表明,在有限的数据速率、丢失概率和可观察性之间存在固有的权衡。最后通过实例验证了该方案的有效性。
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State estimation of networked control systems over limited capacity and dropout channels
This paper investigates state estimation of linear time-invariant systems where the sensors and controllers are geographically separated and connected over limited capacity, additive white Gaussian noise (AWGN) communication channels. Such channels are viewed as dropout (era-sure) channels. In particular, we consider the case with limited data rates, present a necessary and sufficient condition on the data rate for mean square observability over an AWGN channel. The system is mean square observable if the data rate of the channel is larger than the lower bound given. It is shown in our results that there exist the inherent tradeoffs among the limited data rate, dropout probability, and observability. An illustrative example is given to demonstrate the effectiveness of the proposed scheme.
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来源期刊
Archives of Control Sciences
Archives of Control Sciences Mathematics-Modeling and Simulation
CiteScore
2.40
自引率
33.30%
发文量
0
审稿时长
14 weeks
期刊介绍: Archives of Control Sciences welcomes for consideration papers on topics of significance in broadly understood control science and related areas, including: basic control theory, optimal control, optimization methods, control of complex systems, mathematical modeling of dynamic and control systems, expert and decision support systems and diverse methods of knowledge modelling and representing uncertainty (by stochastic, set-valued, fuzzy or rough set methods, etc.), robotics and flexible manufacturing systems. Related areas that are covered include information technology, parallel and distributed computations, neural networks and mathematical biomedicine, mathematical economics, applied game theory, financial engineering, business informatics and other similar fields.
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