Fourier Series Approximation of Vertical Walking Force-Time History through Frequentist and Bayesian Inference

IF 1.9 Q3 ENGINEERING, MECHANICAL Vibration Pub Date : 2022-12-09 DOI:10.3390/vibration5040052
A. Peters, V. Racic, S. Z̆ivanović, J. Orr
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引用次数: 3

Abstract

The increased ambition of architects coupled with advancements in structural materials, as well as the rapidly increasing pressure on civil engineering sector to reduce embodied carbon, have resulted in longer spans and more slender pedestrian structures. These structures often have one or more low natural frequencies in the range of human walking accompanied with low modal masses and damping ratios. Thus, they are prone to excessive and often resonant vibrations that may compromise the serviceability limit state. Principally the uncertainty in prediction of the vibration serviceability limit state mainly originates from unreliable estimates of pedestrian loading. The key rationale behind this situation is the limited mathematical characterisation featuring in current design codes and guidelines pertinent to pedestrian-induced loading. The Fourier approximation is typically used to describe individual walking forces. Historically, such models are based on limited experimental data and deterministic mathematical descriptions. Current industry used load models featured in design codes and guidelines have been shown to incorporate inherent bias through limited intra-subject variation and poor correlation with real walking loads. This paper presents an improved Fourier model of vertical walking force across multiple harmonics, presented in a Bayesian and Frequentist statistical parameterisation. They are derived using the most comprehensive dataset to date, comprising of over ten hours of continuous vertical walking force signals. Dissimilar to previous Fourier models, the proposed models attempt to encapsulate the surround energy leakage around harmonic integers with a singular value. The proposed models provide consistently lower force amplitudes than any previous model and is shown to be more representative of real walking. The proposed model provides a closer approximation of a structural acceleration than any other similar Fourier-based model. The proposed model provides further evidence to combine the so called high and low frequency load models.
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基于频率和贝叶斯推断的垂直行走力时程的傅立叶级数逼近
建筑师的雄心越来越大,加上结构材料的进步,以及土木工程部门减少内含碳的压力迅速增加,导致了更长的跨度和更细长的行人结构。这些结构通常在人类行走的范围内具有一个或多个低固有频率,并伴有低模态质量和阻尼比。因此,它们容易产生过度且经常共振的振动,这可能会损害正常使用极限状态。振动正常使用极限状态预测的不确定性主要来源于对行人荷载的不可靠估计。这种情况背后的主要原理是当前设计规范和指南中与行人诱导荷载相关的有限数学特征。傅立叶近似通常用于描述单个行走力。从历史上看,这种模型是基于有限的实验数据和确定性的数学描述。设计规范和指南中的当前行业使用的荷载模型已被证明通过有限的受试者内部变化和与实际行走荷载的不良相关性而包含固有偏差。本文提出了一种改进的跨多个谐波的垂直行走力的傅立叶模型,该模型采用贝叶斯和频率统计参数化方法。它们是使用迄今为止最全面的数据集得出的,该数据集由超过十个小时的连续垂直行走力信号组成。与以前的傅立叶模型不同,所提出的模型试图用奇异值封装谐波整数周围的环绕能量泄漏。所提出的模型提供的力幅度始终低于任何先前的模型,并且被证明更能代表真实行走。与任何其他类似的基于傅立叶的模型相比,所提出的模型提供了更接近结构加速度的近似值。所提出的模型为结合所谓的高频和低频负载模型提供了进一步的证据。
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CiteScore
3.20
自引率
0.00%
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0
审稿时长
10 weeks
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