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Parallel 3d shape optimization for cellular composites on large distributed-memory clusters

机译:大分布式内存集群上的蜂窝复合材料的并行3D形优化

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Skin modeling is an ongoing research area that highly benefits from modern parallel algorithms. This article aims at applying shape optimization to compute cell size and arrangement for elastic energy minimization of a cellular composite material model for the upper layer of the human skin. A gradient-penalized shape optimization algorithm is employed and tested on the distributed-memory cluster Hazel Hen , HLRS, Germany. The performance of the algorithm is studied in two benchmark tests. First, cell structures are optimized with respect to purely geometric aspects. The model is then extended such that the composite is optimized to withstand applied deformations. In both settings, the algorithm is investigated in terms of weak and strong scalability. The results for the geometric test reflect Kelvin's conjecture that the optimal space-filling design of cells with minimal surface is given by tetrakaidecahedrons. The PDE-constrained test case is chosen in order to demonstrate the influence of the deformation gradient penalization on fine inter-cellular channels in the composite and its influence on the multigrid convergence. A scaling study is presented for up to 12,288 cores and 3 billion DoFs.
机译:皮肤建模是一个持续的研究区,从现代平行算法中获得高度好处。本文旨在应用形状优化来计算用于人体皮肤上层细胞复合材料模型的弹性能量最小化的单元尺寸和布置。采用梯度惩罚的形状优化算法,并在分布式存储器集群中进行测试,榛子,HLRS,德国。在两个基准测试中研究了算法的性能。首先,相对于纯几何方面优化细胞结构。然后将该模型延伸,使得复合材料经过优化以承受施加的变形。在两个设置中,在弱和强的可扩展性方面进行了调查算法。几何测试的结果反映了开尔文的猜想,即通过四边形的地面给出了最小表面细胞的最佳空间填充设计。选择PDE受限的测试案例,以证明变形梯度损失对复合材料中细胞间通道的影响及其对多重焊点收敛的影响。展示了最多12,288个核心和30亿DOF的缩放研究。

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