Sampling rate optimization for IEEE 802.11 wireless control systems

Dohwan Kim, Yuchang Won, Seunghyeon Kim, Y. Eun, Kyung-Joon Park, K. Johansson
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引用次数: 11

Abstract

Design of wireless control systems has been extensively studied, which is one of the fundamental issues in cyber-physical systems. In this paper, we empirically investigate heterogeneous sampling rate assignment with a testbed when multiple physical systems are controlled through an IEEE 802.11 network. Among the critical design variables in wireless control systems, we focus on the sampling rates because they are always key control knobs regardless of network protocols. There has been little experimental research on heterogeneous sampling rate optimization for IEEE 802.11 wireless control systems, where the sampling rates of each control loop may have different values. We first formulate the co-design problem in an optimization framework with respect to the heterogeneous sampling rates by explicitly taking into account the relations of the sampling rates with the control cost, network energy consumption, and network delay. We further relax the problem as convex optimization, which is provably solved in polynomial time. Our empirical study ensures that the approximate solution is tightly close to the original optimum. To validate the proposed optimization framework, we build a disk-levitation tube testbed, which wirelessly controls the height of 20 disks at the same time. Our empirical study confirms that our optimization formulation is highly effective in practice.
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IEEE 802.11无线控制系统的采样率优化
无线控制系统的设计是网络物理系统的基本问题之一,受到了广泛的研究。在本文中,我们通过IEEE 802.11网络对多个物理系统进行控制时,利用一个测试平台对异构采样率分配进行了实证研究。在无线控制系统的关键设计变量中,我们重点关注采样率,因为无论网络协议如何,采样率始终是关键的控制旋钮。对于IEEE 802.11无线控制系统的异构采样率优化,目前的实验研究很少,其中每个控制回路的采样率可能有不同的值。通过明确考虑采样率与控制成本、网络能耗和网络延迟之间的关系,我们首先在异构采样率的优化框架中制定了协同设计问题。我们进一步将该问题松弛为凸优化,并在多项式时间内证明了该问题的解。我们的实证研究保证了近似解与原始最优解紧密接近。为了验证所提出的优化框架,我们建立了一个磁盘悬浮管试验台,同时无线控制20个磁盘的高度。实证研究表明,本文提出的优化配方在实践中是非常有效的。
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