Analysis and design of model predictive control frameworks for dynamic operation—An overview

IF 7.3 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Johannes Köhler , Matthias A. Müller , Frank Allgöwer
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引用次数: 0

Abstract

This article provides an overview of model predictive control (MPC) frameworks for dynamic operation of nonlinear constrained systems. Dynamic operation is often an integral part of the control objective, ranging from tracking of reference signals to the general economic operation of a plant under online changing time-varying operating conditions. We focus on the particular challenges that arise when dealing with such more general control goals and present methods that have emerged in the literature to address these issues. The goal of this article is to present an overview of the state-of-the-art techniques, providing a diverse toolkit to apply and further develop MPC formulations that can handle the challenges intrinsic to dynamic operation. We also critically assess the applicability of the different research directions, discussing limitations and opportunities for further research.

动态运行模型预测控制框架的分析与设计--概述
本文概述了用于非线性约束系统动态运行的模型预测控制(MPC)框架。动态运行通常是控制目标不可分割的一部分,从跟踪参考信号到在线时变运行条件下工厂的一般经济运行,不一而足。我们将重点关注在处理此类更一般的控制目标时出现的特殊挑战,并介绍文献中出现的解决这些问题的方法。本文的目的是概述最先进的技术,为应用和进一步开发可应对动态运行固有挑战的 MPC 配方提供多样化的工具包。我们还严格评估了不同研究方向的适用性,讨论了进一步研究的局限性和机遇。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Annual Reviews in Control
Annual Reviews in Control 工程技术-自动化与控制系统
CiteScore
19.00
自引率
2.10%
发文量
53
审稿时长
36 days
期刊介绍: The field of Control is changing very fast now with technology-driven “societal grand challenges” and with the deployment of new digital technologies. The aim of Annual Reviews in Control is to provide comprehensive and visionary views of the field of Control, by publishing the following types of review articles: Survey Article: Review papers on main methodologies or technical advances adding considerable technical value to the state of the art. Note that papers which purely rely on mechanistic searches and lack comprehensive analysis providing a clear contribution to the field will be rejected. Vision Article: Cutting-edge and emerging topics with visionary perspective on the future of the field or how it will bridge multiple disciplines, and Tutorial research Article: Fundamental guides for future studies.
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