首页|面向LQG控制的IEEE 802.11ax网络资源调度方法

面向LQG控制的IEEE 802.11ax网络资源调度方法

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由于低成本、易维护和频带免授权等优点,IEEE 802.11ax网络被广泛用于工业控制应用.针对基于IEEE 802.11ax的无线网络化控制系统,提出一种控制感知的资源调度方法以支持对多个控制系统的无线高速控制.首先,考虑IEEE 802.11ax网络的传感数据丢包问题,给出控制系统的最优估计器和线性二次高斯(LQG)控制.然后,分析LQG指标与IEEE 802.11ax传输可靠性的依赖关系,给出期望LQG指标最小化的资源调度问题模型,进而提出一种面向LQG控制的资源调度(LCARS)方法.最后,通过大量仿真验证LCARS的有效性.LCARS可用于自动导引车集群导航、机器人远程控制等智能工厂应用.
LQG control-aware resource scheduling method for IEEE 802.11ax networks
Due to the advantages in low cost,ease of maintenance and license-exempt spectrum,etc,IEEE 802.11ax is widely adopted in industrial control applications.For a wireless networked control system based on IEEE 802.11ax,a control-aware resource scheduling method was proposed to support the wireless high-speed control of multiple control systems.Firstly,considering the packet dropout problem of sensing data in IEEE 802.11ax,the optimal state estimator and the linear quadratic Gaussian(LQG)control of the studied control system were given.Secondly,the dependency be-tween the LQG performance and the transmission reliability of IEEE 802.11ax was analyzed,the expected LQG perfor-mance minimization problem of resource scheduling was formulated,and further,an LQG control-aware resource sched-uling(LCARS)method was proposed.Finally,the effectiveness of the LCARS method was demonstrated via extensive simulations.LCARS can be applied to smart factory applications including navigation of automated guided vehicles,re-mote control of robots and so on.

networked control systemwireless networkLQG controlresource schedulingreliability

郑萌、张雷、梁炜

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中国科学院沈阳自动化研究所机器人学国家重点实验室,辽宁 沈阳 110016

中国科学院网络化控制系统重点实验室,辽宁 沈阳 110016

中国科学院机器人与智能制造创新研究院,辽宁 沈阳 110169

中国科学院大学计算机科学与技术学院,北京 100049

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网络化控制系统 无线网络 线性二次高斯控制 资源调度 可靠性

国家重点研发计划兴辽英才计划沈阳市中青年科技创新人才支持计划沈阳市中青年科技创新人才支持计划

2021YFB3301000XLYC2203148RC210482RC210314

2024

通信学报
中国通信学会

通信学报

CSTPCD北大核心
影响因子:1.265
ISSN:1000-436X
年,卷(期):2024.45(3)
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