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Application of PGD on Parametric Modeling of a Piezoelectric Energy Harvester

机译:PGD​​在压电能量采集器参数化建模中的应用

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摘要

In this paper, a priori model reduction methods via low-rank tensor approximation are introduced for the parametric study of a piezoelectric energy harvester (EH). The EH, composed of a cantilevered piezoelectric bimorph connected with electrical loads, is modeled using 3-D finite elements (FEs). Solving the model for various excitation frequencies and electrical load using the conventional approach results in a large size problem that is costly in terms of CPU time. We propose an approach based on the proper generalized decomposition (PGD) that can effectively reduce the problem size with a good accuracy of the solutions. With the proposed approach, field variables of the coupled problem are decomposed into space, frequency, and electrical load associated components. To introduce PGD into the FE model, a method to model the electrodes and electrical charges in the EH is presented. Appropriate choices for stopping criterions in the method and accelerating the convergence through updating after each enrichment are investigated. The proposed method is validated through a representative numerical example.
机译:本文介绍了一种通过低阶张量逼近的先验模型简化方法,用于压电能量采集器(EH)的参数研究。 EH由连接有电负载的悬臂压电双压电晶片组成,使用3-D有限元(FE)进行建模。使用常规方法求解各种激励频率和电负载的模型会导致大尺寸问题,这在CPU时间方面是昂贵的。我们提出一种基于适当的广义分解(PGD)的方法,该方法可以有效地减小问题的大小,并具有较高的解决方案精度。利用所提出的方法,将耦合问题的场变量分解为空间,频率和与电负载相关的组件。为了将PGD引入到FE模型中,提出了一种在EH中对电极和电荷建模的方法。研究了该方法中停止标准以及在每次富集后通过更新来加速收敛的适当选择。通过一个典型的数值例子验证了该方法的有效性。

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