Gene mutation of particle morphology through spherical harmonic-based principal component analysis

被引:21
作者
Xiong, Wei [1 ]
Wang, Jianfeng [1 ,2 ]
机构
[1] City Univ Hong Kong, Dept Architecture & Civil Engn, Hong Kong, Peoples R China
[2] City Univ Hong Kong, Shenzhen Res Inst, Shenzhen, Peoples R China
基金
中国国家自然科学基金;
关键词
Particle morphology reconstruction; X-ray micro-computed tomography; Spherical harmonic analysis; Principal component analysis; Discrete element method; Gene mutation; X-RAY TOMOGRAPHY; SAND PARTICLES; RANDOM-FIELDS; COMPUTED-TOMOGRAPHY; SHAPE; DISCRETE; BREAKAGE; SHEAR; DEFORMATION; GENERATION;
D O I
10.1016/j.powtec.2021.03.032
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Many techniques are developed to reconstruct virtual particles of granular soils. However, the generation of realistic virtual particles involving gene mutations of particle morphology, particularly those at specified relative length scale (RLS), has not fully realised. In this paper, with the spherical harmonic-based principal component analysis (SH-PCA), an additive virtual particle reconstruction technique is proposed. The additive feature of this proposed technique stems from the variation matrix after SH-PCA, in which different principal components correspond to different scale ranges. Based on this additive feature, particle morphology can be reconstructed to any specific RLS. Besides, by introducing scaling factors of different scale ranges, gene-mutated virtual particles can be readily generated, either with a uniform mutation at all RLS or with a singular mutation at any specific RLS. Furthermore, these resulted gene-mutated virtual particles were incorporated into discrete element modelling to investigate the initial packing properties of granular soils. (c) 2021 Elsevier B.V. All rights reserved.
引用
收藏
页码:176 / 192
页数:17
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