Analysis of an Automatic Control System based on Linear Controllers and MPC Controller

Lin Jiayu, Zongchou Xie, Jiahao Yang, E. Gartlib
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引用次数: 3

Abstract

Currently, most industrial projects use simple linear controllers to control systems. Such controllers cannot provide flexible control of variables. In turn, intelligent control systems have more advantages than linear controllers. The complex mathematical apparatus technique of intelligent systems limits their use in industry. In this article, the comparison of automatic control systems for an objects with self-adjusting based on PI (Proportional Integral) controller, PID (Proportional Integral Differential) controller and MPC (Model predictive) controller are considered. During the research, the control object was described by the second-order transfer function. The advantages and characteristics of controllers are described. The parameters of linear controllers and MPC controller were determined based on the structure of the control object. A mathematical model is constructed using the application Matlab (Fig. 3). Based on the mathematical model, step responses were obtained when a control activation (Fig. 4) and various disturbing action (Fig. 5, 6, 7). The quality and stability of system are analyzed by comparing the overshoots and response times of different step responses.
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基于线性控制器和MPC控制器的自动控制系统分析
目前,大多数工业项目使用简单的线性控制器来控制系统。这样的控制器不能灵活地控制变量。反过来,智能控制系统比线性控制器有更多的优点。智能系统复杂的数学装置技术限制了其在工业上的应用。本文比较了基于PI(比例积分)控制器、PID(比例积分微分)控制器和MPC(模型预测)控制器的自调节对象自动控制系统。在研究过程中,控制对象用二阶传递函数来描述。介绍了控制器的优点和特点。根据控制对象的结构确定线性控制器和MPC控制器的参数。利用Matlab应用程序建立数学模型(图3),根据数学模型,得到控制激活(图4)和各种干扰作用(图5、6、7)时的阶跃响应,通过比较不同阶跃响应的超调量和响应时间,分析系统的质量和稳定性。
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