On the use of non-Gaussian models for statistical description of road micro-surface profiles

A. Steinwolf, M. Wangenheim, J. Wallaschek
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引用次数: 0

Abstract

When analysing vehicle-road interaction, probability density function (PDF) of random micro-surface is required. Since the asperity tops are polished by tyres stronger than the valley bottoms, the surface height profiles become asymmetrical. As a result, the PDFs of micro-surface signals are often different from the Gaussian model and one needs a non-Gaussian PDF model operating with skewness and kurtosis. Previous solutions by the Pearson and Johnson distributions do not lend themselves for further implementation in analytical form. To overcome this difficulty, a non-Gaussian PDF can be constructed from a few Gaussian sections with different mean values and standard deviations. To use such a piecewise-Gaussian model for analytical derivations, it is simply necessary to apply the classic Gaussian equation several times. An example of skewed PDF of micro-surface of an asphaltic concrete highway measured by a laser scanning system was adequately approximated by the tetra-Gaussian model consisting of four Gaussian sections.
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非高斯模型在道路微表面轮廓统计描述中的应用
在分析车辆-道路相互作用时,需要随机微观表面的概率密度函数。由于粗糙的顶部由比山谷底部更坚固的轮胎抛光,因此表面高度轮廓变得不对称。因此,微表面信号的PDF通常不同于高斯模型,并且需要具有偏度和峰度的非高斯PDF模型。Pearson和Johnson分布的先前解决方案不适合以分析形式进一步实现。为了克服这一困难,可以从具有不同均值和标准差的几个高斯截面构建非高斯PDF。要使用这种分段高斯模型进行分析推导,只需多次应用经典的高斯方程。通过由四个高斯截面组成的四高斯模型,对激光扫描系统测量的沥青混凝土高速公路微观表面的倾斜PDF进行了充分的近似。
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来源期刊
CiteScore
0.50
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0.00%
发文量
3
期刊介绍: IJVSMT provides a resource of information for the scientific and engineering community working with ground vehicles. Emphases are placed on novel computational and testing techniques that are used by automotive engineers and scientists.
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