Pebbles, graphs and equilibria: Higher order shape descriptors for sedimentary particles

Balázs Ludmány, Gábor Domokos
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Abstract

Abstract While three-dimensional measurement technology is spreading fast, its meaningful application to sedimentary geology still lacks content. Classical shape descriptors (such as axis ratios, circularity of projection) were not inherently three-dimensional, because no such technology existed. Recently a new class of three-dimensional descriptors, collectively referred to as mechanical descriptors, has been introduced and applied for a broad range of sedimentary particles. First-order mechanical descriptors (registered for each pebble as a pair {S, U} of integers), refer to the respective numbers of stable and unstable static equilibria and can be reliably detected by hand experiments. However, they have limited ability of distinction, as the majority of coastal pebbles fall into primary class . Higher-order mechanical descriptors offer a more refined distinction. However, for the extraction of these descriptors (registered as graphs for each pebble), hand measurements are not an option and even computer-based extraction from 3D scans offers a formidable challenge. Here we not only describe and implement an algorithm to perform this task, but also apply it to a collection of 271 pebbles with various lithologies, illustrating that the application of higher-order descriptors is a viable option for geologists. We also show that the so-far uncharted connection between the two known secondary descriptors, the so-called Morse–Smale graph and the Reeb-graph, can be established via a third order descriptor which we call the master graph.
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卵石、图和平衡:沉积颗粒的高阶形状描述符
摘要在三维测量技术迅速普及的同时,其在沉积地质中的有意义应用还缺乏内容。经典的形状描述符(如轴比、投影圆度)本质上不是三维的,因为没有这样的技术存在。最近,一种新的三维描述符被引入,并被广泛应用于沉积颗粒的描述。一阶力学描述符(为每个卵石注册为一对整数{S, U}),指的是稳定和不稳定静态平衡的各自数量,可以通过手工实验可靠地检测到。然而,它们的区分能力有限,因为大多数海岸卵石属于初级类。高阶机械描述符提供了更精细的区分。然而,对于这些描述符的提取(为每个鹅卵石注册为图形),手工测量不是一种选择,甚至基于计算机的3D扫描提取也带来了巨大的挑战。在这里,我们不仅描述和实现了执行该任务的算法,而且还将其应用于具有不同岩性的271块鹅卵石的集合,说明应用高阶描述符对于地质学家来说是一个可行的选择。我们还证明了两个已知的二级描述符,即所谓的Morse-Smale图和reeb图之间迄今为止未知的联系,可以通过我们称之为主图的三阶描述符来建立。
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来源期刊
Central European Geology
Central European Geology Earth and Planetary Sciences-Geology
CiteScore
1.40
自引率
0.00%
发文量
8
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