H2 filtering through multi-hop networks: Trade-off analysis between the network consumption and performance degradation

J. M. Palma, L. Carvalho, T. E. Rosa, C. F. Morais, R. Oliveira
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引用次数: 2

Abstract

Consider the problem of H2 filtering of a linear system in a networked control system scenario. More precisely, the communication between the system and the filter is accomplished through a multi-hop network where packet loss, modeled by a Markov chain with a Bernoulli distribution, may occur. The purpose of this paper is to investigate the trade-off between the network resource saving and the performance degradation, analyzing in particular: i) the influence of the initial probability distribution on the design of the filter; ii) the relation of the mean square error of estimation with the probability of successful transmissions, the adopted transport scheme or the number of maximum allowable transmissions per data packet. Additionally, a comparison between H2 and H∞ filtering is also performed. The results are obtained for a particular case study based on a Furuta's inverted pendulum.
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通过多跳网络的H2过滤:网络消耗和性能下降之间的权衡分析
考虑一个网络控制系统场景中线性系统的H2过滤问题。更准确地说,系统和过滤器之间的通信是通过一个多跳网络来完成的,在这个网络中,可能会出现包丢失,这种丢包是由具有伯努利分布的马尔可夫链建模的。本文的目的是研究网络资源节约和性能下降之间的权衡,特别是分析:1)初始概率分布对滤波器设计的影响;Ii)估计的均方误差与传输成功概率、采用的传输方案或每个数据包的最大允许传输数的关系。此外,还对H2和H∞滤波进行了比较。结果是基于古田倒立摆的一个特定的案例研究。
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