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Probabilistic characterization and simulation of realistic particle shape based on sphere harmonic representation and Nataf transformation

机译:基于球体谐波表示和Nataf变换的现实粒子形状的概率特征及仿真

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摘要

Significant commitment of cost, man power, and time are often required for characterizing particle morphology of granular materials based on X-ray micro-computed tomography (mu CT) scanning and image processing. As a result, only a small portion of particles can be scanned, leading to uncertainty in characterizing realistic particle shape. This paper develops a probabilistic method to characterize and simulate sand particle shape based on Sphere Harmonic (SH) analysis, where Nataf transformation is used to construct the joint probability distribution of SH shape descriptors and to generate their random samples for reconstructing virtual particles. The proposed approach was applied to characterizing and simulating particle shapes of Leighton Buzzard sand (LBS), and these simulated particles were used as clump templates for discrete element method to account for effect of realistic particle shape. It was shown that the proposed approach properly characterizes and simulates the particle shape of LBS in a probabilistic manner. (C) 2019 Elsevier B.V. All rights reserved.
机译:基于X射线微计算机断层扫描(MU CT)扫描和图像处理,通常需要成本,人力和时间的显着承诺,用于表征粒状材料的粒子形态。结果,只能扫描一小部分颗粒,导致特征颗粒形状的不确定性。本文开发了一种概率的方法来表征和模拟基于球体谐波(SH)分析的砂颗粒形状,其中Nataf变换用于构建SH形状描述符的关节概率分布,并产生用于重建虚拟颗粒的随机样本。所提出的方法应用于Leighton Buzzard砂(LBS)的表征和模拟颗粒形状,并且这些模拟颗粒被用作离散元件方法的团块模板,以解释现实颗粒形状的影响。结果表明,所提出的方法以概率的方式正确表征和模拟LBS的粒子形状。 (c)2019年Elsevier B.V.保留所有权利。

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