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Karhunen-Loéve Decomposition and Model Order Reduction applied to the Non-Linear Dynamics of an Extensible Cable

机译:Karhunen-Loéve分解和模型降阶应用于可扩展电缆的非线性动力学

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Chains and cables are employed as mooring devices as well as in other structural applications. The dynamic response of structural elements joined to the chains/cables are influenced by the strong nonlinearity which is of geometric rather than material type. In this paper, the dynamic response of slack elastic cables subjected to self-weight and prescribed motion at their ends, is addressed. The dynamic response of the slack cable governed by a strongly nonlinear system of partial differential equations is solved by means of Galerkin method. The contribution of this work consists on using a set of trial orthogonal functions that is obtained by using a Karhunen Loeve (KL) Decomposition. This method essentially provides an orthonormal basis to represent the given data in a least squares optimal sense. Experimental or computational data allows to extract dominant patterns of the dynamic responses. Herein, the study is tackled by means of this advantageous technique and starting from the knowledge of the dynamics of a simpler problem with similar characteristics, i.e. the dynamical study of an inextensible chain with rigid links. First, the chain problem is solved with different approaches considering inextensibility (Differential-Algebraic Equations, DAE) and extensibility (Differential Equations problem). Then, the response of the chain problem is employed to find the KL optimum basis. The extensible cable model and the governing equations are then stated and, using a Galerkin approximation with that basis, a low dimensional model is obtained. Some numerical examples are presented to demonstrate the capabilities and potentiality of the proposed method. Results are compared with others obtained for the extensible cable by using a basis of trigonometric orthogonal functions in the Galerkin Method.
机译:链和电缆被用作系泊设备以及其他结构应用。连接到链/电缆的结构元件的动态响应受到几何形状而非材料类型的强烈非线性的影响。在本文中,解决了松弛弹性电缆在自重和末端规定运动的情况下的动态响应。用Galerkin方法求解了由偏微分方程的强非线性系统控制的松弛电缆的动态响应。这项工作的贡献在于使用一组通过使用Karhunen Loeve(KL)分解获得的正交试验函数。此方法实质上提供了正交基础,以最小二乘最佳意义表示给定数据。实验或计算数据允许提取动态响应的主要模式。在此,研究是通过这种有利的技术来进行的,并且是从具有相似特征的较简单问题的动力学知识开始的,即对具有刚性链节的不可延伸链的动力学研究。首先,通过考虑不可扩展性(微分代数方程,DAE)和可扩展性(微分方程问题)的不同方法来解决链式问题。然后,利用链式问题的响应来找到KL的最佳依据。然后陈述了可扩展的电缆模型和控制方程,并在此基础上使用Galerkin近似获得了低维模型。给出了一些数值算例,以证明所提出方法的功能和潜力。通过使用Galerkin方法中的三角正交函数,将结果与可延伸电缆的其他结果进行比较。

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