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A unified framework for the numerical solution and analysis of generalized algebraic quadratic matrix equations with engineering and scientific applications : theory and software design and implementation - Volume 1

机译:具有工程和科学应用的广义代数二次矩阵方程数值解和分析的统一框架:理论和软件设计与实现-第1卷

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摘要

A unified framework for the numerical solution and analysis of all algebraic quadratic matrix equations is presented in this thesis. In a global approach, it is shown how all systems of algebraic quadratic equations can be equivalently considered as special cases of a single generalized algebraic quadratic matrix equation. Hence, the thesis is devoted to the theoretical development of the numerical solution and analysis of this general matrix equation and to the design and implementation of relevant computer software. The essential tools for the developments of the numerical algorithms are the probability-1 homotopy methods. In addition, perturbation theory is used in order to conduct numerical analysis studies of the designed algorithms and to derive error estimates for the computed solutions. All the above are then implemented in software in the form of a MATLAB toolbox.;It is shown how the numerical solution and analysis of many design and analysis problems in engineering and science can be formulated as special cases within the proposed framework. Several problems are considered: classical and generalized algebraic Riccati equations, modern robust control system designs, second order matrix polynomial equations for the solution of the quadratic eigenvalue problem, computation of equilibrium points in noncooperative Nash games in economic systems, chemical kinetics modelling, computation of equilibrium points of quadratic dynamical systems (which often appear in bifurcation and in chaos theory). For the above cases, relevant numerical examples from the literature are used to illustrate the efficiency and success of the proposed framework.;Both theoretical and application issues are analysed and discussed in detail. Because the presentation of the thesis is highly mathematical and several issues are new, all necessary background information is provided in order to make the thesis an independent self-study.
机译:本文为所有代数二次矩阵方程的数值解和分析提供了一个统一的框架。在整体方法中,它显示了如何将所有代数二次方程组系统等效地视为单个广义代数二次矩阵方程的特例。因此,本文致力于数值解的理论发展和对此通用矩阵方程的分析,以及相关计算机软件的设计和实现。数值算法发展的基本工具是概率1同伦方法。此外,使用扰动理论来进行设计算法的数值分析研究,并为计算出的解导出误差估计。然后,以上所有内容都以MATLAB工具箱的形式在软件中实现。展示了如何在提议的框架内将数值解和工程与科学中许多设计与分析问题的分析表达为特殊情况。考虑了以下几个问题:经典和广义代数Riccati方程,现代鲁棒控制系统设计,用于解决二次特征值问题的二阶矩阵多项式方程,经济系统中非合作Nash博弈的平衡点计算,化学动力学建模,二次动力系统的平衡点(通常出现在分叉和混沌理论中)。对于上述情况,使用文献中的相关数值示例来说明所提出框架的效率和成功。;详细分析和讨论了理论和应用问题。由于论文的表达是高度数学的,并且有几个新问题,因此提供了所有必要的背景信息,以使论文成为独立的自学论文。

著录项

  • 作者

    Tsachouridis, Vassilios A.;

  • 作者单位
  • 年度 2002
  • 总页数
  • 原文格式 PDF
  • 正文语种 {"code":"en","name":"English","id":9}
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