有效的整体控制

IF 2 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS ACM Transactions on Cyber-Physical Systems Pub Date : 2020-06-18 DOI:10.1145/3371500
Yehan Ma, Chenyang Lu, Yebin Wang
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引用次数: 1

摘要

工业自动化正在采用无线传感器-执行器网络(WSAN)。尽管无线传感器网络在监测应用方面取得了成功,但由于无线传感器网络中的数据丢失和严格的能量限制,反馈控制带来了重大挑战。整体控制采用网络-物理系统方法,通过在运行时协调网络重构和过程控制来克服挑战。从根本上讲,它利用跨越控制和无线边界的自我意识来增强无线控制系统的弹性。在本文中,我们探索了有效的整体控制设计,以保持控制性能,同时降低通信成本。本文的贡献有五个方面:(1)介绍了一种集成低功耗无线总线(LWB)和速率自适应和自触发控制两种控制策略的整体控制体系结构;(2) 我们提出了基于启发式和最优速率选择算法的速率自适应;(3) 我们设计了新的网络自适应机制来支持多跳无线传感器网络中的速率自适应和自触发控制;(4) 我们构建了WCPS-RT,一个集成了MATLAB/Simulink和物理WSAN测试台的实时网络在环模拟器,用于评估无线控制系统;(5) 我们实证研究了整体控制方法中通信成本和控制性能之间的权衡。我们的研究表明,在正常运行条件下,速率自适应和自触发控制分别在控制性能和能效方面具有优势。然而,由于从数据丢失和物理干扰中恢复的成本,自触发控制在能量效率方面的优势在苛刻的物理和无线条件下可能会减弱。
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Efficient Holistic Control
Industrial automation is embracing wireless sensor-actuator networks (WSANs). Despite the success of WSANs for monitoring applications, feedback control poses significant challenges due to data loss and stringent energy constraints in WSANs. Holistic control adopts a cyber-physical system approach to overcome the challenges by orchestrating network reconfiguration and process control at run time. Fundamentally, it leverages self-awareness across control and wireless boundaries to enhance the resiliency of wireless control systems. In this article, we explore efficient holistic control designs to maintain control performance while reducing the communication cost. The contributions of this work are five-fold: (1) We introduce a holistic control architecture that integrates Low-power Wireless Bus (LWB) and two control strategies, rate adaptation and self-triggered control; (2) We present heuristics-based and optimal rate selection algorithms for rate adaptation; (3) We design novel network adaptation mechanisms to support rate adaptation and self-triggered control in a multi-hop WSAN; (4) We build WCPS-RT, a real-time network-in-the-loop simulator that integrates MATLAB/Simulink and a physical WSAN testbed to evaluate wireless control systems; (5) We empirically explore the tradeoff between communication cost and control performance in holistic control approaches. Our studies show that rate adaptation and self-triggered control offer advantages in control performance and energy efficiency, respectively, in normal operating conditions. The advantage in energy efficiency of self-triggered control, however, may diminish under harsh physical and wireless conditions due to the cost of recovering from data loss and physical disturbances.
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来源期刊
ACM Transactions on Cyber-Physical Systems
ACM Transactions on Cyber-Physical Systems COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS-
CiteScore
5.70
自引率
4.30%
发文量
40
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