随机性
代表性基本卷
材料科学
算法
体积热力学
纤维
功能(生物学)
均匀分布(连续)
分布(数学)
沃罗诺图
生物系统
计算机科学
数学
几何学
复合材料
微观结构
数学分析
物理
统计
量子力学
进化生物学
生物
作者
Ruoyu Li,Zhonghai Xu,Chaocan Cai,Xiaodong He
标识
DOI:10.1177/00219983241236868
摘要
In the article, we propose a new method to generate representative volume element (RVE) of random spatial distributions with cylindrical fibers and spherical particles based on the Improved Artificial Bee Colony (IABC) algorithm. In this employed bee phase of IABC, the proposed algorithm adopts a new search strategy, which improves the computational efficiency. To analyze the differences between the fiber distribution generated by this algorithm and the actual fiber distribution, we conducted statistical analysis on the distribution of the generated RVE. The statistical analysis results of the nearest neighbor distance (NND), Second-order intensity function, and pair correlation function were in good agreement with the experiment and complete spatial randomness (CSR) patterns. In addition, the predicted elastic properties were compared with experimental measurements and theoretical prediction methods. The results demonstrate the accuracy and efficiency of the proposed algorithm. This algorithm can quickly generate the RVE of cylindrical fibers and spherical particles with volume fractions of 80% and 62%, and the calculation time for generating the RVE of cylindrical fibers is about 17s.
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