首页> 外文OA文献 >Invertibility and observability of switched systems with inputs and outputs
【2h】

Invertibility and observability of switched systems with inputs and outputs

机译:具有输入和输出的开关系统的可逆性和可观察性

摘要

Hybrid dynamical systems or switched systems can operate in several different modes, with some discrete dynamics governing the mode changes. Each mode of operation is described by a dynamical subsystem having an internal state, an external input (which can be thought of as a disturbance or a control signal), and a measured output. Hybrid/switched systems may arise in practice because of the interaction of digital devices with physical components in order to implement control schemes, or due to integration of small-scale systems to form a large network, or due to transitions occurring in the model of some physical phenomenon. Because of the richness of their application, switched systems have attracted the attention of many researchers over the past decade for the study of analysis and control design problems.In this thesis, we analyze the properties of invertibility and observability for switched systems and study their related applications in system design. The common facet to both these problems involves the extraction of unknown variables from the knowledge of the output. It is well known that, under certain assumptions, the state trajectory and the output response of any dynamical system are uniquely defined once the initial condition and the input are fixed. Broadly speaking, if the output is assumed to be known, the problems considered in our work deal with: (a)~the reconstruction of the input when the initial state is known, or (b)~the recovery of the initial state when the inputs are known; the former is called the invertibility problem and the latter is called observability.Invertibility is an important property in system design and system security analysis, and has only recently been studied for switched systems. Since we treat the switching signal as an exogenous signal, invertibility of switched systems relates to the ability to reconstruct the unknown input and the unknown switching signal from the knowledge of the measured output and the initial state.The thesis addresses the invertibility problem of switched systems where the subsystem dynamics are nonlinear but affine in controls.The novel concept of switch-singular pairs, which arises in the reconstruction of the switching signal, is extended to nonlinear systems and a formula is developed for checking if the given state and output form a switch-singular pair. We give a necessary and sufficient condition for a switched system to be invertible, which says that the subsystems should be invertible and there should be no switch-singular pairs. In case a switched system is invertible, one can build a switched inverse system to reconstruct the switching signal and the input. The setup naturally leads to an algorithm for output generation where a prescribed reference signal is generated using the system dynamics.In practice, the exact knowledge of the initial condition and the output may be an overly stringent requirement for invertibility of the system. We relax this requirement by allowing disturbances in the output and uncertainties in the knowledge of the initial condition. Using the theory of reachable sets, an alternative formulation for reconstruction of the switching signal is presented. To relieve the computational burden, we utilize the notion of a gap between subspaces for mode detection that involves merely coarse spherical approximation of the reachable set. This approach of using the reachable sets, though applicable to a general class of linear systems, may not reconstruct switching over large time intervals as the uncertainties in the state may grow to an extent that the outputs of the subsystems become indistinguishable. However, if the individual subsystems are assumed to be minimum phase, which is the same as assuming the stability of the minimal order inverse system in the linear case, then the switching signal can be reconstructed for all times under the dwell-time assumption.Another important property for diagnostic applications and system design is the observability of switched systems. It is seen that the switched systems essentially act as time-varying systems, and in contrast to time-invariant systems, the ability to recover the state either instantaneously or after some time has different meanings as the information available after switching, from another subsystem, may reveal more knowledge about the state. This idea of gathering information from all the active subsystems is formalized to yield a characterization of observability for switched linear systems. A related, but relatively weaker, notion of determinability deals with recovering the value of the state at some time in the future rather than the initial time. This turns out to be particularly useful in the construction of observers, as the estimates generated by the observers are shown to converge asymptotically to the true state when the switched system is determinable. Similar concepts are studied for another class of switched systems where the underlying subsystems are modeled with differential algebraic equations instead of ordinary differential equations, but the observer design remains a topic of further study in such systems.The problem of observability is also studied in the context of switched nonlinear systems. Because of the rich nature of the dynamics of such systems and the fact that analytical solutions of the nonlinear ordinary differential equations are not always available, the framework of linear systems is not easily extendable. We therefore propose an alternate approach to derive a sufficient condition for observability in nonlinear switched systems. This condition naturally leads to an observer design, and with the help of analysis, it is shown that the corresponding state estimate indeed converges to the actual state of the system. An effort is made to obtain a characterization in the form of a necessary and sufficient condition for observability. Examples are included throughout the text to help understand the underlying concepts.Having discussed the properties of invertibility and observability from an analytical perspective, we then discuss an application of these theoretical concepts to study the problem of fault detection in electrical energy systems. The tools developed for solving the invertibility and observability problem have been tailored to address the models of voltage converters and their networks. Categorizing soft faults as unknown disturbances and hard faults as unknown mode transitions, we show that such faults can be recovered if the switched system under consideration is invertible. An algorithm for fault detection and results of simulation are included to demonstrate the utility of the proposed framework. Since the invertibility approach requires the knowledge of the initial condition and the derivatives of the output to reconstruct the soft faults, an alternative observer-based approach is presented for detection of soft faults. Because the initial condition is no longer assumed to be known, the observer dynamics first estimate the state of the system, and then we define auxiliary observer outputs that are only sensitive to faults so that the effect of a nonzero fault is reflected in those new outputs.A significant aspect of structural properties is their utility in solving some of the prominent design problems, and the concepts related to invertibility of switched systems are utilized in designing switching signals and control inputs for generating desired output trajectories.We conclude the document by proposing some synthesis problems using the system inversion tools.A desired property for the control input in output generation and tracking is its boundedness relative to the size of the output. Classically, this is achieved by requiring the inverse system to be stabilizable. We extend this idea to switched systems to propose a preliminary result for computing bounded inputs that generate a desired bounded output trajectory. If the initial condition is not known, then exact output generation may not be possible and in that case, tracking the output asymptotically is the problem of interest. We present our initial approach on how to achieve output tracking in switched systems and outline the methods for our future work related to this problem.
机译:混合动力系统或切换系统可以在几种不同的模式下运行,其中一些离散的动力控制模式变化。每种操作模式均由具有内部状态,外部输入(可以认为是干扰或控制信号)和测量输出的动态子系统来描述。在实践中可能会出现混合/交换系统,这是因为数字设备与物理组件进行交互以实现控制方案,或者由于集成了小型系统以形成大型网络,或者由于某些模型的转换而引起的。物理现象。开关系统由于其应用的丰富性,在过去的十年中引起了许多研究者的关注,用于分析和控制设计问题。本文分析了开关系统的可逆性和可观测性,并研究了它们的相关性。系统设计中的应用程序。这两个问题的共同点是从输出知识中提取未知变量。众所周知,一旦确定了初始条件和输入,就可以唯一地定义任何动力学系统的状态轨迹和输出响应。广义上讲,如果假设输出已知,则我们工作中考虑的问题涉及:(a)〜当初始状态已知时重构输入,或(b)〜当初始状态已知时恢复初始状态。输入是已知的;前者被称为可逆性问题,后者被称为可观察性。可逆性是系统设计和系统安全性分析的重要属性,直到最近才对交换系统进行研究。由于我们将开关信号视为外来信号,因此开关系统的可逆性与从测量的输出和初始状态的知识重构未知输入和未知开关信号的能力有关。本文解决了开关系统的可逆性问题在子系统的动力学是非线性的但在控制中是仿射的。在开关信号的重构中出现的开关奇异对的新概念被扩展到非线性系统,并开发了一个公式来检查给定状态和输出是否为开关奇异对。我们给出了交换系统可逆的必要和充分条件,这表示子系统应该是可逆的,并且不应该存在开关奇异对。如果开关系统是可逆的,则可以构建一个开关逆系统来重建开关信号和输入。这种设置自然会产生一种用于生成输出的算法,其中使用系统动力学来生成指定的参考信号。实际上,对初始条件和输出的确切了解可能是对系统可逆性的过于严格的要求。我们通过允许输出干扰和初始条件知识的不确定性来放宽此要求。利用可达集理论,提出了一种重构开关信号的替代方案。为了减轻计算负担,我们利用子空间之间的间隙的概念进行模式检测,该方法仅涉及可到达集合的粗球形近似。这种使用可达集的方法,尽管适用于一般类别的线性系统,但由于状态的不确定性可能增长到子系统的输出变得无法区分的程度,因此可能无法在较大的时间间隔内重构切换。但是,如果假设各个子系统为最小相位,这与假设线性情况下最小阶逆系统的稳定性相同,则可以在驻留时间假设下始终重建开关信号。诊断应用程序和系统设计的重要属性是交换系统的可观察性。可以看出,交换系统本质上是随时间变化的系统,与时不变系统相比,瞬时或一段时间后恢复状态的能力具有不同的含义,因为交换后从另一个子系统获得的信息可用,可能会揭示有关状态的更多信息。从所有活动子系统收集信息的想法被正式化,以产生线性开关系统可观察性的表征。一个相关但相对较弱的可确定性概念涉及在将来某个时间而不是初始时间恢复状态的值。事实证明,这对于构造观察者特别有用当切换系统是可确定的时,观察者生成的估计值显示为渐近收敛到真实状态。对于另一类交换系统也研究了类似的概念,其中底层子系统是用微分代数方程而不是常微分方程建模的,但是观察者的设计仍然是此类系统中需要进一步研究的主题。在上下文中还研究了可观察性问题非线性切换系统由于此类系统动力学的丰富性质以及非线性常微分方程的解析解并不总是可用的事实,因此线性系统的框架不容易扩展。因此,我们提出了一种替代方法来为非线性切换系统中的可观性导出充分条件。这种情况自然导致了观察者的设计,并借助分析表明,相应的状态估计确实收敛到系统的实际状态。努力获得可观察性的必要条件和充分条件形式的表征。全文中包括一些示例,以帮助理解基本概念。从分析的角度讨论了可逆性和可观察性的属性,然后我们讨论了这些理论概念在研究电能系统故障检测问题中的应用。为解决可逆性和可观察性问题而开发的工具已量身定制,以解决电压转换器及其网络的模型。将软故障分类为未知干扰,将硬故障分类为未知模式转换,我们表明,如果所考虑的交换系统是可逆的,则可以恢复此类故障。包括故障检测算法和仿真结果,以证明所提出框架的实用性。由于可逆性方法需要了解初始条件和输出的导数才能重建软故障,因此提出了一种基于观察者的替代方法来检测软故障。由于不再假定初始条件是已知的,因此观察者动力学首先会估计系统的状态,然后我们定义仅对故障敏感的辅助观察者输出,以便在这些新输出中反映出非零故障的影响结构特性的一个重要方面是它们在解决一些突出的设计问题方面的效用,并且与开关系统的可逆性有关的概念被用于设计开关信号和控制输入以生成所需的输出轨迹。使用系统求逆工具的综合问题。控制输入在输出生成和跟踪中的期望属性是其相对于输出大小的有界性。经典地,这是通过要求逆系统是稳定的来实现的。我们将此思想扩展到交换系统,以提出用于计算产生期望的有界输出轨迹的有界输入的初步结果。如果初始条件未知,则可能无法生成精确的输出,在这种情况下,渐近跟踪输出是您关注的问题。我们介绍了如何在交换系统中实现输出跟踪的初步方法,并概述了与该问题有关的未来工作的方法。

著录项

  • 作者

    Tanwani Aneel;

  • 作者单位
  • 年度 2011
  • 总页数
  • 原文格式 PDF
  • 正文语种 {"code":"en","name":"English","id":9}
  • 中图分类

相似文献

  • 外文文献
  • 中文文献
  • 专利

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号