多变量非最小相位系统的最佳控制器识别

IF 6.3 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
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引用次数: 0

摘要

这项研究涉及非最小相位(NMP)系统的数据驱动控制,其目标是利用收集到的一批输入输出数据,为模型未知的工厂设计控制器。该方法基于模型参考范式,其中传递函数矩阵--参考模型--用于指定所需的闭环性能。模型参考方法中的 NMP 系统问题是控制文献中一个众所周知的问题,在数据驱动方法中也不例外。本研究解释了如何调整最优控制器识别 (OCI) 方法的表述,以应对这类系统。考虑到方便的参考模型参数化和灵活的性能标准,我们可以识别出工厂的 NMP 传输零点以及最优控制器参数。对角线参考模型和块三角参考模型结构都进行了详细处理。仿真实例显示了所提方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimal Controller Identification for multivariable non-minimum phase systems

This work deals with data-driven control for non-minimum phase (NMP) systems, where the goal is to design a controller for a plant whose model is unknown by using a batch of input–output data collected from it. The approach is based on the Model Reference paradigm, where a transfer function matrix – the reference model – is used to specify the desired closed-loop performance. The NMP systems issue in Model Reference approaches is a well-known problem in control literature and it is no different in data-driven methods. This work explains how to adapt the formulation of the Optimal Controller Identification (OCI) method to cope with this class of systems. Considering a convenient parametrization of the reference model and a flexible performance criterion, it is possible to identify the NMP transmission zeros of the plant along with the optimal controller parameters, as it will be shown. Both diagonal and block-triangular reference model structures are treated in detail. Simulation examples show the effectiveness of the proposed approach.

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来源期刊
ISA transactions
ISA transactions 工程技术-工程:综合
CiteScore
11.70
自引率
12.30%
发文量
824
审稿时长
4.4 months
期刊介绍: ISA Transactions serves as a platform for showcasing advancements in measurement and automation, catering to both industrial practitioners and applied researchers. It covers a wide array of topics within measurement, including sensors, signal processing, data analysis, and fault detection, supported by techniques such as artificial intelligence and communication systems. Automation topics encompass control strategies, modelling, system reliability, and maintenance, alongside optimization and human-machine interaction. The journal targets research and development professionals in control systems, process instrumentation, and automation from academia and industry.
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