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刚性图压缩:针对无序纤维网络的基于基序的刚性分析

RIGID GRAPH COMPRESSION: MOTIF-BASED RIGIDITY ANALYSIS FOR DISORDERED FIBER NETWORKS.

作者信息

Heroy Samuel, Taylor Dane, Shi F Bill, Forest M Gregory, Mucha Peter J

机构信息

Carolina Center for Interdisciplinary Applied Mathematics, Department of Mathematics, University of North Carolina, Chapel Hill, NC 27599.

The Odum Institute for Research in Social Science, University of North Carolina, Chapel Hill, NC 27599.

出版信息

Multiscale Model Simul. 2018;16(3):1283-1304. doi: 10.1137/17M1157271. Epub 2018 Aug 21.

Abstract

Using particle-scale models to accurately describe property enhancements and phase transitions in macroscopic behavior is a major engineering challenge in composite materials science. To address some of these challenges, we use the graph theoretic property of rigidity to model mechanical reinforcement in composites with stiff rod-like particles. We develop an efficient algorithmic approach called (RGC) to describe the transition from floppy to rigid in disordered fiber networks ("rod-hinge systems"), which form the reinforcing phase in many composite systems. To establish RGC on a firm theoretical foundation, we adapt rigidity matroid theory to identify primitive topological network motifs that serve as rules for composing interacting rigid particles into larger rigid components. This approach is computationally efficient and stable, because RGC requires only topological information about rod interactions (encoded by a sparse unweighted network) rather than geometrical details such as rod locations or pairwise distances (as required in rigidity matroid theory). We conduct numerical experiments on simulated two-dimensional rod-hinge systems to demonstrate that RGC closely approximates the rigidity percolation threshold for such systems, through comparison with the pebble game algorithm (which is exact in two dimensions). Importantly, whereas the pebble game is derived from Laman's condition and is only valid in two dimensions, the RGC approach naturally extends to higher dimensions.

摘要

使用粒子尺度模型准确描述宏观行为中的性能增强和相变是复合材料科学中的一项重大工程挑战。为应对其中一些挑战,我们利用刚度的图论性质对含刚性棒状粒子的复合材料中的机械增强进行建模。我们开发了一种名为(RGC)的高效算法方法来描述无序纤维网络(“杆 - 铰链系统”)中从柔软到刚性的转变,这种网络构成了许多复合系统中的增强相。为在坚实的理论基础上建立RGC,我们采用刚度拟阵理论来识别原始拓扑网络基元,这些基元作为将相互作用的刚性粒子组合成更大刚性组件的规则。这种方法在计算上高效且稳定,因为RGC仅需要关于杆相互作用的拓扑信息(由稀疏无加权网络编码),而不需要诸如杆位置或成对距离等几何细节(刚度拟阵理论所要求的)。我们对模拟的二维杆 - 铰链系统进行数值实验,通过与卵石游戏算法(在二维中是精确的)比较,证明RGC紧密近似此类系统的刚度渗流阈值。重要的是,虽然卵石游戏源自拉曼条件且仅在二维有效,但RGC方法自然地扩展到更高维度。

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