具有随机延迟和部分观测损失的网络控制系统的估计

M. Trivellato, N. Benvenuto
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引用次数: 4

摘要

本文研究了网络控制系统(NCS)中多个传感器观测值受到随机延迟和丢包影响的状态估计问题。作为一种低复杂度的解,我们导出了最小误差协方差估计量和恒增益最优估计量。研究了稳定系统中测量、量子化和有限传输带宽的影响。假设一个简单的标量系统,我们展示了如何利用所提出的框架来设计NCS。我们特别研究i)量化过程和网络资源分配的跨层优化以及ii)单跳和多跳通信协议的比较。我们证明了简单的BPSK和单跳通信协议在处理稳定系统状态估计的应用中提供了接近最佳的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On estimation in networked control systems with random delays and partial observation losses
The paper considers state estimation in networked control systems (NCS) where observations from multiple sensors are subject to random delays and packet losses. We derive the minimum error covariance estimator and the optimum estimator with constant gains as a low-complexity solution. Generalizations to account for the effects of measurements quantization and limited transmission bandwidth are investigated for a stable system. Assuming a simple scalar system, we show how the proposed framework can be exploited for the design of NCS. In particular we investigate i) cross-layer optimization of quantization processes and network resource allocation and ii) comparison between single-hop and multi-hop communication protocols. We show that simple BPSK and single-hop communication protocols provide close to optimum performance in applications dealing with state estimation of a stable system.
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