Reducing discrepancies between 3D and 2D simulations due to cell packing density

被引:3
|
作者
Clegg, Robert J. [1 ]
Kreft, Jan-Ulrich [1 ]
机构
[1] Univ Birmingham, Ctr Computat Biol, Inst Microbiol & Infect, Sch Biosci, Birmingham B12 5TT, W Midlands, England
基金
英国国家替代、减少和改良动物研究中心;
关键词
Individual-based model; Agent-based model; Spatial structure; Biofilm; Heuristics; AUTOMATON APPROACH; BIOFILM STRUCTURE; MODEL; SYSTEMS; SPHERES; GROWTH;
D O I
10.1016/j.jtbi.2017.04.016
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Modelling all three spatial dimensions is often much more computationally expensive than modelling a two-dimensional simplification of the same system. Researchers comparing these approaches in individual-based models of microbial biofilms report quantitative, but not qualitative, differences between 2D and 3D simulations. We show that a large part of the discrepancy is due to the different space packing densities of circles versus spheres, and demonstrate methods to compensate for this: the internal density of individuals or the distances between them can be scaled. This result is likely to be useful in similar models, such as smoothed particle hydrodynamics. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:26 / 30
页数:5
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