Decentralized control using selectors for optimal steady-state operation with changing active constraints

IF 3.3 2区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Journal of Process Control Pub Date : 2024-03-14 DOI:10.1016/j.jprocont.2024.103194
Lucas Ferreira Bernardino, Sigurd Skogestad
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Abstract

We study the optimal steady-state operation of processes where the active constraints change. The aim of this work is to eliminate or reduce the need for a real-time optimization layer, moving the optimization into the control layer by switching between appropriately selected controlled variables (CVs) in a simple way. The challenge is that the best CVs, or more precisely the reduced cost gradients associated with the unconstrained degrees of freedom, change with the active constraints. This work proposes a framework based on decentralized control that operates optimally in all active constraint regions, with region switching mediated by selectors. A key point is that the nullspace associated with the unconstrained cost gradient needs to be selected in accordance with the constraint directions so that selectors can be used. A main benefit is that the number of SISO controllers that need to be designed is only equal to the number of process inputs plus constraints. The main assumptions are that the unconstrained cost gradient is available online and that the number of constraints does not exceed the number of process inputs. The optimality and ease of implementation are illustrated in a simulated toy example with linear constraints and a quadratic cost function. In addition, the proposed framework is successfully applied to the nonlinear Williams–Otto reactor case study.

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利用选择器进行分散控制,以在不断变化的主动约束条件下实现最佳稳态运行
我们研究的是主动约束条件发生变化的过程的最佳稳态运行。这项工作的目的是消除或减少对实时优化层的需求,通过在适当选择的受控变量(CVs)之间进行简单的切换,将优化转移到控制层。所面临的挑战是,最佳 CV,或者更准确地说,与无约束自由度相关的成本梯度会随着活动约束条件的变化而变化。这项研究提出了一种基于分散控制的框架,它能在所有活动约束区域内以最佳方式运行,并通过选择器进行区域切换。关键在于,需要根据约束方向选择与非约束成本梯度相关的无效空间,以便使用选择器。这样做的一个主要好处是,需要设计的 SISO 控制器数量仅等于过程输入和约束条件的数量。主要假设是,无约束成本梯度可在线获得,且约束条件的数量不超过过程输入的数量。在一个模拟的玩具示例中,我们用线性约束和二次成本函数说明了该方法的最优性和易实施性。此外,提议的框架还成功应用于非线性威廉姆斯-奥托反应器案例研究。
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来源期刊
Journal of Process Control
Journal of Process Control 工程技术-工程:化工
CiteScore
7.00
自引率
11.90%
发文量
159
审稿时长
74 days
期刊介绍: This international journal covers the application of control theory, operations research, computer science and engineering principles to the solution of process control problems. In addition to the traditional chemical processing and manufacturing applications, the scope of process control problems involves a wide range of applications that includes energy processes, nano-technology, systems biology, bio-medical engineering, pharmaceutical processing technology, energy storage and conversion, smart grid, and data analytics among others. Papers on the theory in these areas will also be accepted provided the theoretical contribution is aimed at the application and the development of process control techniques. Topics covered include: • Control applications• Process monitoring• Plant-wide control• Process control systems• Control techniques and algorithms• Process modelling and simulation• Design methods Advanced design methods exclude well established and widely studied traditional design techniques such as PID tuning and its many variants. Applications in fields such as control of automotive engines, machinery and robotics are not deemed suitable unless a clear motivation for the relevance to process control is provided.
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