A measurement-based technique for designing fixed-order RST controllers and application to a coupled water tank system

S. Khadraoui, H. Nounou, M. Nounou, A. Datta, S. Bhattacharyya
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引用次数: 5

Abstract

This paper addresses the control design problem for unknown linear single-input single-output systems using a set of measurements. In standard control methods, controllers are designed on the basis of a mathematical model. Such a mathematical model, which describes the behavior of the system, can be developed using either physical laws or measured data. However, due to the complex dynamics of many physical systems, some prior assumptions are usually made to build simplified models. The efficacy of such model-based control techniques depends greatly on the quality of models used. Hence, data-based control design methods appeared as an alternative to model-based methods. Such data-based techniques are powerful in the sense that no mathematical model is needed for controller design. In this paper, we propose an approach that uses frequency response data to directly design controllers without going through any modeling stage. The main idea of our proposed method is to design polynomial RST controllers, for which the closed-loop frequency response fits a desired frequency response that describes some desired performance specifications. This problem is formulated as an error minimization problem, which can be solved using efficient optimization algorithms. The main feature of our proposed control approach is that it enables the designer to pre-select the controller structure, which allows the design of low-order controllers. Moreover, this control design approach does not depend on the increasing order and complexity of the system. An application to water level control of a coupled tank system is presented to validate and illustrate the efficacy of the proposed approach.
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基于测量的定阶RST控制器设计技术及其在耦合水箱系统中的应用
本文利用一组测量值解决了未知线性单输入单输出系统的控制设计问题。在标准控制方法中,控制器是根据数学模型设计的。这样一个描述系统行为的数学模型,可以用物理定律或测量数据来建立。然而,由于许多物理系统的复杂动力学,通常需要一些预先的假设来建立简化模型。这种基于模型的控制技术的效果在很大程度上取决于所使用模型的质量。因此,基于数据的控制设计方法作为基于模型的方法的替代方案出现了。这种基于数据的技术是强大的,因为控制器设计不需要数学模型。在本文中,我们提出了一种使用频率响应数据直接设计控制器而无需经过任何建模阶段的方法。我们提出的方法的主要思想是设计多项式RST控制器,其闭环频率响应符合描述某些期望性能规格的期望频率响应。该问题被表述为误差最小化问题,可以用高效的优化算法求解。我们提出的控制方法的主要特点是它使设计人员能够预先选择控制器结构,从而允许设计低阶控制器。此外,这种控制设计方法不依赖于系统的增加顺序和复杂性。最后以耦合水箱系统的水位控制为例,验证了该方法的有效性。
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