Rate allocation for quantized control over noisy channels

Lei Bao, M. Skoglund, C. Fischione, K. Johansson
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引用次数: 6

Abstract

To achieve satisfactory overall performance, optimal rate allocation in a networked control system with highly limited communication resources is instrumental. In this paper, a rate allocation technique for state feedback control in linear dynamic systems over a noisy channel is proposed. The method consists of two steps: (i) the overall cost 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. It is shown that a non-uniform quantization is in general the best strategy for state feedback control over noisy channels. 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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噪声信道量化控制的速率分配
在通信资源极为有限的网络控制系统中,优化速率分配是实现令人满意的整体性能的关键。提出了一种用于噪声信道上线性动态系统状态反馈控制的速率分配技术。该方法由两个步骤组成:(1)利用高速率量化理论将总成本表示为所有时刻速率的函数;(2)解决最小化总体失真的约束优化问题。结果表明,非均匀量化通常是噪声信道上状态反馈控制的最佳策略。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。
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