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基于可靠模型预测控制的可靠性增强

Reliability enhancement with dependable model predictive control.

作者信息

Tran Anthony Tri, Ha Q P, Hunjet Robert

机构信息

Defence Science and Technology Group, 81 Labs, Third Ave, Edinburgh, SA 5111, Australia.

Faculty of Engineering and Information Technology, University of Technology Sydney, 15 Broadway, Ultimo, NSW 2007, Australia.

出版信息

ISA Trans. 2020 Nov;106:152-170. doi: 10.1016/j.isatra.2020.06.027. Epub 2020 Jul 6.

DOI:10.1016/j.isatra.2020.06.027
PMID:32653087
Abstract

Operational Technology (OT) systems are merging towards a conjoint architecture with the advances in communication networks and emerging standards such as IEC/IEEE 60802 for industrial automation, automotive, power and energy and other areas. In this paper, we present a Dependable Control System (DepCS) with Model Predictive Control (MPC) algorithm that works in such architectures using multiple MPC controllers (of a feedback control loop) to enhance the operational reliability. We termed this as Dependable Model Predictive Control (DepMPC) system. The reliability enhancement of a DepMPC system is achievable thanks to the fault-tolerance of multiple MPC controllers and the tractable information flows with Time-Sensitive Networking (TSN). Here, our discussion was focused only on the logical connectivity and not the hardware architecture. The numerical simulations are studied with three multi-variable plants that have control constraints. In this study, we introduced a Replacement Controller (RC) to improve the control performance of the DepMPC system. The combination of both the Replacement Controller and Dependable Model Predictive Control (RC-DepMPC) system proves a promising solution for actual implementations.

摘要

随着通信网络的发展以及诸如用于工业自动化、汽车、电力和能源等领域的IEC/IEEE 60802等新兴标准的出现,运营技术(OT)系统正朝着联合架构发展。在本文中,我们提出了一种具有模型预测控制(MPC)算法的可靠控制系统(DepCS),该系统在这种架构中运行,使用多个(反馈控制回路的)MPC控制器来提高运行可靠性。我们将其称为可靠模型预测控制(DepMPC)系统。由于多个MPC控制器的容错能力以及时间敏感网络(TSN)中易于处理的信息流,DepMPC系统的可靠性得以提高。在此,我们的讨论仅集中在逻辑连接性上,而非硬件架构。使用三个具有控制约束的多变量工厂进行了数值模拟。在本研究中,我们引入了替换控制器(RC)以提高DepMPC系统的控制性能。替换控制器和可靠模型预测控制(RC-DepMPC)系统的结合为实际应用提供了一个很有前景的解决方案。

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