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Edge effect causes apparent fractal correlation dimension of uniform spatial raindrop distribution

机译:边缘效应导致均匀的雨滴分布具有明显的分形相关维数

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摘要

Lovejoy and Schertzer (1990a) presented a statistical analysis of blotting paper observations of the (twodimensional) spatial distribution of raindrop stains. They found empirical evidence for the fractal scaling behavior of raindrops in space, with potentially far-reaching implications for rainfall microphysics and radar meteorology. In particular, the fractal correlation dimensions determined from their blotting paper observations led them to conclude that "drops are (hierarchically) clustered" and that "inhomogeneity in rain is likely to extend down to millimeter scales". Confirming previously reported Monte Carlo simulations, we demonstrate analytically that the claims based on this analysis need to be reconsidered, as fractal correlation dimensions similar to the ones reported (i.e. smaller than the value of two expected for uniformly distributed raindrops) can result from instrumental artifacts (edge effects) in otherwise homogeneous Poissonian rainfall. Hence, the results of the blotting paper experiment are not statistically significant enough to reject the Poisson homogeneity hypothesis in favor of a fractal description of the discrete nature of rainfall. Our analysis is based on an analytical expression for the expected overlap area between a circle and a square, when the circle center is randomly (uniformly) distributed inside the square. The derived expression (πr2-8r 3/3+r4/2, where r denotes the ratio between the circle radius and the side of the square) can be used as a reference curve against which to test the statistical significance of fractal correlation dimensions determined from spatial point patterns, such as those of raindrops and rainfall cells.
机译:Lovejoy和Schertzer(1990a)对雨滴污渍的(二维)空间分布的吸水纸观察结果进行了统计分析。他们发现了空间雨滴的分形缩放行为的经验证据,对降雨微物理学和雷达气象学具有潜在的深远影响。特别是,根据他们的吸水纸观察结果确定的分形相关维数使他们得出结论:“液滴(在层次上)聚集在一起”,并且“雨中的不均匀性很可能会扩展到毫米级”。确认先前报告的蒙特卡洛模拟,我们通过分析证明,需要重新考虑基于此分析的声明,因为分形相关维数与所报告的相似(即,小于均匀分布的雨滴的两个期望值)可能是由仪器伪像产生的。 (边缘效应)在泊松均匀的降雨中。因此,吸水纸实验的结果在统计上还不足以拒绝Poisson同质性假设,而倾向于用分形描述降雨的离散性质。当圆心随机(均匀地)分布在正方形内部时,我们的分析基于对圆形和正方形之间的预期重叠区域的解析表达式。导出的表达式(πr2-8r3/3 + r4 / 2,其中r表示圆半径与正方形的边之比)可以用作参考曲线,以测试确定的分形相关维的统计显着性从空间点模式开始,例如雨滴和降雨单元的模式。

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