Harmonic-modal hybrid frequency approach for parameterized non-linear dynamics

IF 4.4 2区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Sima Rishmawi , Sebastian Rodriguez , Francisco Chinesta , Frédérick P. Gosselin
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引用次数: 0

Abstract

Structural dynamics systems are represented by discretized partial differential equations, whose solutions depend on various parameters. Developing high-fidelity numerical models for multi-dimensional systems or those with multiple parameters can be computationally expensive, particularly if the systems are non-linear. Consequently, the concept of a precalculated library of the system's response to a wide range of parameters is appealing. Thus, a global non-linear space-frequency solver is proposed that produces a low-rank representation of the solution using Modal Basis analysis known as the Harmonic Modal Hybrid Method. The DEIM is also used to accelerate its convergence by creating a reduced basis of the non-linear function(s) based on either calculated or experimental values. The optimized solver is then employed for rapid offline computations to construct surrogate models that can give real-time predictions of the parametrized dynamic response using the sPGD technique. These models serve as building blocks for virtual twins that necessitate near-instantaneous calculations when the system parameters and/or conditions are changed. A proof of concept is illustrated by using this technique to analyze a well-known non-linear system, the cantilevered beam with a non-linear cubic spring attached to its end. This method can be easily extended to solve other dynamical systems quickly and effectively.

参数化非线性动力学的谐波模式混合频率方法
结构动力学系统由离散偏微分方程表示,其解取决于各种参数。为多维系统或具有多个参数的系统开发高保真数值模型的计算成本很高,尤其是当系统是非线性的时候。因此,预先计算系统对各种参数的响应库的概念很有吸引力。因此,我们提出了一种全局非线性空间-频率求解器,该求解器使用模态基础分析法(即谐波模态混合法)对求解结果进行低秩表示。此外,DEIM 还可根据计算值或实验值创建非线性函数的缩减基,从而加快其收敛速度。优化后的求解器可用于快速离线计算,构建代用模型,利用 sPGD 技术实时预测参数化动态响应。当系统参数和/或条件发生变化时,这些模型可作为虚拟孪生系统的构建模块,从而进行近乎即时的计算。通过使用该技术分析一个著名的非线性系统(悬臂梁,其端部连接一个非线性立方弹簧),证明了这一概念。这种方法可以很容易地扩展到快速有效地求解其他动力系统。
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来源期刊
Computers & Structures
Computers & Structures 工程技术-工程:土木
CiteScore
8.80
自引率
6.40%
发文量
122
审稿时长
33 days
期刊介绍: Computers & Structures publishes advances in the development and use of computational methods for the solution of problems in engineering and the sciences. The range of appropriate contributions is wide, and includes papers on establishing appropriate mathematical models and their numerical solution in all areas of mechanics. The journal also includes articles that present a substantial review of a field in the topics of the journal.
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