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K-Modification and A Novel Approach to Output Feedback Adaptive Control .

机译:K修改与输出反馈自适应控制的一种新方法。

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摘要

This dissertation presents novel adaptive control laws in both state feedback and output feedback forms. In the setting of state feedback adaptive control K -modification provides a tunable stiffness term that results in a frequency dependent filtering effect, smoother transient responses, and time delay robustness in an adaptive system. K -modification is combined with the recently developed Kalman filter (KF) based adaptive control and derivative-free (DF) adaptive control. K -modification and its combinations with KF adaptive control and DF adaptive control preserve the advantages of each of these methods and can also be combined with other modification methods such as sigma- and e-modification. An adaptive output feedback control law based on a state observer is also developed. The main idea behind this approach is to apply a parameter dependent Riccati equation to output feedback adaptive control. The adaptive output feedback approach assumes that a state observer is employed in the nominal controller design. The observer design is modified and employed in the adaptive part of the design in place of a reference model. This is combined with a novel adaptive weight update law. The weight update law ensures that estimated states follow both the reference model states and the true states so that both state estimation errors and state tracking errors are bounded. Although the formulation is in the setting of model following adaptive control, the realization of the adaptive controller uses the observer of the nominal controller in place of the reference model to generate an error signal. Thus the only components that are added by the adaptive controller are the realizations of the basis functions and the weight adaptation law. The realization is even less complex than that of implementing a model reference adaptive controller in the case of state feedback. The design procedure of output feedback adaptive control is illustrated with two examples: a simple wingrock dynamics model and a more complex aeroelastic aircraft transport model.
机译:本文以状态反馈和输出反馈两种形式提出了新颖的自适应控制律。在状态反馈的设置中,K修改会提供一个可调的刚度项,从而在自适应系统中产生频率相关的滤波效果,更平滑的瞬态响应和时延鲁棒性。 K修改与最近开发的基于卡尔曼滤波器(KF)的自适应控制和无导数(DF)自适应控制相结合。 K修改及其与KF自适应控制和DF自适应控制的组合保留了这些方法中每种方法的优点,并且还可以与其他修改方法(例如sigma和e修改)结合。还开发了基于状态观察器的自适应输出反馈控制律。该方法背后的主要思想是将参数相关的Riccati方程应用于输出反馈自适应控制。自适应输出反馈方法假定在标称控制器设计中使用了状态观察器。对观察者设计进行了修改,并在设计的自适应部分中代替了参考模型。这与新颖的自适应权重更新定律结合在一起。权重更新定律确保估计状态遵循参考模型状态和真实状态,从而限制状态估计误差和状态跟踪误差。尽管公式化是在自适应控制后的模型设置中进行的,但自适应控制器的实现使用名义控制器的观察者代替参考模型来生成误差信号。因此,自适应控制器添加的唯一组件是基本函数和权重自适应律的实现。与在状态反馈的情况下实现模型参考自适应控制器的实现相比,实现的复杂度甚至更低。通过两个示例说明了输出反馈自适应控制的设计过程:一个简单的机翼动力学模型和一个更复杂的航空弹性飞机运输模型。

著录项

  • 作者

    Kim, Kilsoo.;

  • 作者单位

    Georgia Institute of Technology.;

  • 授予单位 Georgia Institute of Technology.;
  • 学科 Engineering Aerospace.
  • 学位 Ph.D.
  • 年度 2011
  • 页码 110 p.
  • 总页数 110
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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