系统辨识与自适应控制

(刘国平)SDM50062024秋 2023秋  
2024秋 2023秋
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选课类别:专业任务 教学语言:中文
课程类别:专业选修课 开课单位:系统设计与智能制造学院
课程层次:未知 获得学分:3.0
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课程简介(教工部数据)
本课程将介绍系统辨识与自适应控制的基本概念和方法。其主题包括系统辨识的基本概念,最小二乘法, 系统辨识方法,自适应控制概论,模型参考自适应控制,自校正控制等。该课程还将这些系统辨识与自适应控制方法与电气、机械、制造、航空航天系统中的应用相连接。该课程使学生具有:1)能够熟悉掌握各种线性动力学系统模型;2)能够使用最小二乘法,卡尔曼滤波器,神经网络辨识等方法估计系统参数;3) 能够使用各种自适应控制策略设计系统控制律;4) 很好地理解模型参考自适应控制和自校正控制系统的分析与设计;5) 能够系统地理解系统辨识与自适应控制系统分析和设计的原理,并对一系列系统辨识与自适应控制问题的解决方案做出合理评价。


This course introduces the fundamental concepts and methods of systemidentification and adaptive control. Its topics include the basic concepts ofsystem identification, least squares method, system identification methods, introductionto adaptive control, model reference adaptive control, self-tuning control,etc. Those system identification and adaptive control methods are also connectedwith applications in the areas of electrical, mechanical, manufacturing, and aerospacesystems.Thecourse also makes students have the following:1)The ability to be familiar with various models oflinear dynamical systems; 2) The ability to identifysystem parameters using least squares methods, Kalmanfilter, neural networks and other identification methods; 3) The ability to design the controller of a dynamicalsystem employing various adaptive control strategies; 4) The good understanding on the analysis and designof model reference adaptive control systems and self-tuning control systems; 5) The ability to demonstrate asystematic understanding of the analysis and design principles of system identificationand adaptive control, and show critical judgement in developing solutions to arange of system identification and adaptive control problems.
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刘国平

系统设计与智能制造学院

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