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arXiv 2406.04538physics.flu-dyn
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基于一般尾流振子建模的非线性数据驱动辨识的涡激振动预测统一框架

A unified framework for prediction of vortex-induced vibration based on the nonlinear data-driven identification of general wake oscillator modeling

Zhi Cheng, Fue-Sang Lien, Earl H. Dowell

AI总结:

本文提出基于一般尾流振子的涡激振动预测统一框架,通过灰箱非线性系统辨识结合CFD数据,提出单振子独立辨识与耦合方程整体辨识两种策略,在Re=100层流圆柱VIV中验证高精度,并展望覆盖宽雷诺数范围的框架发展。

摘要:

本文提出了新的辨识策略,以建立基于一般半经验尾流振子的涡激振动(VIV)预测统一框架。灰箱非线性系统辨识方法结合高保真计算流体动力学(CFD)和/或实验数据可用于辨识过程。所提出的一般尾流振子模板包含低阶到高阶阻尼项,用于表征可能的流动动力学。提出了两种不同的策略,包括单个尾流振子的独立辨识和耦合VIV控制方程的整体辨识。考虑了由弹性支撑圆柱体在雷诺数为100的层流中组成的VIV系统。两种策略均经过测试并表现出高精度。第二种策略,即耦合VIV控制方程的整体辨识,由于其训练过程考虑了流体阻尼的影响,更适合未来的框架。详细介绍了未来框架开发工作的数学基础,涵盖广泛的雷诺数范围。所提出的统一框架在预测精度和物理原理方面都是以往尾流振子的里程碑式更新,具有重要的研究意义和实际工程价值。

英文摘要:

In this paper, we present novel identification strategies to develop a unified framework for vortex-induced vibration (VIV) prediction based on the general semi-empirical wake oscillator. Greybox nonlinear system identification method accompanying high-fidelity computational fluid dynamics (CFD) and/or experimental data could be applied for the identification process. The proposed template of general wake oscillators contains low- to high-order damping terms to be identified for characterizing the possible flow dynamics. Two different strategies, including individual identification of single wake oscillator and overall identification of coupled VIV control equations, are proposed. VIV system consisting of an elastically-mounted circular cylinder submerged in laminar flow at Reynold number of 100 is considered. Both strategies have been tested and have exhibited high accuracy. The second strategy, i.e., overall identification of coupled VIV control equations, would be more suitable for the future framework owing that its training process considers the effect of fluid damping. A detailed mathematical introduction to future works on framework development covering the wide Reynold number range is addressed. The proposed unified framework is a landmark update of past wake oscillators both in terms of prediction accuracy and physical principles and has considerable research significance and practical engineering value.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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