噪声信道上状态估计的优化速率分配

Lei Bao, M. Skoglund, C. Fischione, K. Johansson
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引用次数: 3

摘要

在通信资源有限的网络控制系统中,优化速率分配是获得满意的整体性能的关键。本文提出了一种用于噪声信道上线性动态系统状态估计的实用速率分配技术。该方法包括两个步骤:(1)利用高速率量化理论将整体畸变表示为任意时刻速率的函数;(2)利用拉格朗日对偶性求解最小化整体畸变的约束优化问题。蒙特卡洛仿真验证了所提出的方案,与任意选择的速率分配相比,该方案具有良好的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimized rate allocation for state estimation over noisy channels
Optimal rate allocation in a networked control system with limited communication resources is instrumental to achieve satisfactory overall performance. In this paper, a practical rate allocation technique for state estimation in linear dynamic systems over a noisy channel is proposed. The method consists of two steps: (i) the overall distortion is expressed as a function of rates at all time instants by means of high-rate quantization theory, and (ii) a constrained optimization problem to minimize the overall distortion is solved by using Lagrange duality. Monte Carlo simulations illustrate the proposed scheme, which is shown to have good performance when compared to arbitrarily selected rate allocations.
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