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A Convex Approach for Stability Analysis of Partial Differential Equations.

机译:偏微分方程稳定性分析的一种凸方法。

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摘要

A computational framework based on convex optimization is presented for stability analysis of systems described by Partial Differential Equations (PDEs). Specifically, two forms of linear PDEs with spatially distributed polynomial coefficients are considered.;The first class includes linear coupled PDEs with one spatial variable. Parabolic, elliptic or hyperbolic PDEs with Dirichlet, Neumann, Robin or mixed boundary conditions can be reformulated in order to be used by the framework. As an example, the reformulation is presented for systems governed by Schr¨odinger equation, parabolic type, relativistic heat conduction PDE and acoustic wave equation, hyperbolic types. The second form of PDEs of interest are scalar-valued with two spatial variables. An extra spatial variable allows consideration of problems such as local stability of fluid flows in channels and dynamics of population over two dimensional domains.;The approach does not involve discretization and is based on using Sum-of-Squares (SOS) polynomials and positive semi-definite matrices to parameterize operators which are positive on function spaces. Applying the parameterization to construct Lyapunov functionals with negative derivatives allows to express stability conditions as a set of LinearMatrix Inequalities (LMIs). The MATLAB package SOSTOOLS was used to construct the LMIs. The resultant LMIs then can be solved using existent Semi-Definite Programming (SDP) solvers such as SeDuMi or MOSEK. Moreover, the proposed approach allows to calculate bounds on the rate of decay of the solution norm.;The methodology is tested using several numerical examples and compared with the results obtained from simulation using standard methods of numerical discretization and analytic solutions.
机译:提出了基于凸优化的计算框架,用于偏微分方程(PDE)描述的系统的稳定性分析。具体而言,考虑了具有空间分布多项式系数的两种形式的线性PDE。第一类包括具有一个空间变量的线性耦合PDE。具有Dirichlet,Neumann,Robin或混合边界条件的抛物线形,椭圆形或双曲线型PDE可以重新制定以供框架使用。例如,提出了由Schr&Doodinger方程,抛物线型,相对论热传导PDE和声波方程,双曲型控制的系统的重构。感兴趣的PDE的第二种形式是带有两个空间变量的标量值。额外的空间变量可以考虑问题,例如通道中流体的局部稳定性和二维域上的种群动态。;该方法不涉及离散化,而是基于使用平方和(SOS)多项式和正半值-定矩阵以参数化在函数空间上为正的运算符。应用参数化以构造具有负导数的Lyapunov泛函可以将稳定性条件表示为一组LinearMatrix不等式(LMI)。 MATLAB软件包SOSTOOLS用于构造LMI。然后可以使用现有的半定规划(SDP)求解器(例如SeDuMi或MOSEK)来求解所得的LMI。此外,所提出的方法允许计算解范数衰减率的界限。该方法使用几个数值示例进行了测试,并与使用数值离散化和解析解的标准方法从模拟获得的结果进行了比较。

著录项

  • 作者

    Meyer, Evgeny.;

  • 作者单位

    Arizona State University.;

  • 授予单位 Arizona State University.;
  • 学科 Mechanical engineering.;Computer engineering.;Aerospace engineering.
  • 学位 M.S.
  • 年度 2016
  • 页码 68 p.
  • 总页数 68
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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