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Discrete-time linear periodically time-varying systems: Analysis, realization and model reduction.

机译:离散时间线性周期性时变系统:分析,实现和模型简化。

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摘要

Discrete-time linear periodically time-varying (LPTV) systems, considered as a bridge between the well-studied linear time-invariant (LTI) model and the nonlinear time-varying problems in real world, have been receiving increasing attention in recent a few decades.;In this research project, we try to understand discrete-time LPTV systems both internally and externally and derive basic theories for analysis, realization and model reduction of LPTV systems. Firstly we review the system model for LPTV systems, define its transfer function matrix, Markov parameters, stability, reachability and observability. Then we emphasize on the numerically efficient and stable methods to compute LPTV system grammians and to approximate the eigenvalue decay rate.;Another main result of this thesis is Krylov-based moment matching algorithm for model reduction of LPTV systems, which is derived afterwards, and is also compared to the other approach: balancing and balanced truncation of LPTV systems.;Almost any application of discrete-time LPTV systems, including periodic digital filters and periodic control theories, demands a periodic state-space model from input-output maps. This periodic realization problem is treated at the end of the thesis with demonstration of applicable non-minimal and quasi-minimal realization methods.
机译:离散时间线性周期性时变(LPTV)系统被认为是研究良好的线性时不变(LTI)模型与现实世界中非线性时变问题之间的桥梁,最近几年受到越来越多的关注在这个研究项目中,我们试图从内部和外部理解离散时间LPTV系统,并得出用于LPTV系统的分析,实现和模型简化的基本理论。首先,我们回顾了LPTV系统的系统模型,定义了其传递函数矩阵,马尔可夫参数,稳定性,可达性和可观察性。然后,我们着重介绍了一种数值有效且稳定的方法来计算LPTV系统的克雷姆数,并近似出特征值衰减率。本论文的另一个主要结果是基于Krylov的矩匹配算法,用于LPTV系统的模型约简,然后推导。还与另一种方法进行了比较:LPTV系统的平衡和平衡截断。离散时间LPTV系统的几乎所有应用,包括周期性数字滤波器和周期性控制理论,都需要输入输出映射的周期性状态空间模型。在论文的最后,通过论证适用的非最小和准最小实现方法来解决该周期性实现问题。

著录项

  • 作者

    Hu, Jing.;

  • 作者单位

    Rice University.;

  • 授予单位 Rice University.;
  • 学科 Engineering Electronics and Electrical.;Mathematics.
  • 学位 M.S.
  • 年度 2003
  • 页码 86 p.
  • 总页数 86
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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