Data-driven and topological design of structural metamaterials for fracture resistance

被引:35
作者
Da, Daicong [1 ]
Chan, Yu-Chin [1 ]
Wang, Liwei [1 ]
Chen, Wei [1 ]
机构
[1] Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USA
关键词
Data-driven methods; Topological design; Structural metamaterials; Brittle fracture; Stress; BRITTLE-FRACTURE; OPTIMIZATION; HOMOGENIZATION; FORMULATION;
D O I
10.1016/j.eml.2021.101528
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Data science as a promising paradigm provides novel and diverse opportunities for structural meta-materials attaining exceptional mechanical properties. It is demonstrated here that porous structures composed of brittle constitutive materials can be strong and tough through topological optimization and data-driven techniques. We show that brittle fracture properties can be tailored through the linear control of the homogenized stress and non-periodic microstructures from a multiscale perspective. These tough advanced structural metamaterials pave the way to multiscale components with exceptional fracture resistance. (C) 2021 Published by Elsevier Ltd.
引用
收藏
页数:7
相关论文
共 28 条
[1]   Regularized formulation of the variational brittle fracture with unilateral contact: Numerical experiments [J].
Amor, Hanen ;
Marigo, Jean-Jacques ;
Maurini, Corrado .
JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS, 2009, 57 (08) :1209-1229
[2]  
Bazant ZP., 1997, FRACTURE SIZE EFFECT, V16
[3]   A framework for data-driven analysis of materials under uncertainty: Countering the curse of dimensionality [J].
Bessa, M. A. ;
Bostanabad, R. ;
Liu, Z. ;
Hu, A. ;
Apley, Daniel W. ;
Brinson, C. ;
Chen, W. ;
Liu, Wing Kam .
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2017, 320 :633-667
[4]   Numerical experiments in revisited brittle fracture [J].
Bourdin, B ;
Francfort, GA ;
Marigo, JJ .
JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS, 2000, 48 (04) :797-826
[5]   The variational approach to fracture [J].
Bourdin, Blaise ;
Francfort, Gilles A. ;
Marigo, Jean-Jacques .
JOURNAL OF ELASTICITY, 2008, 91 (1-3) :5-148
[6]   METASET: Exploring Shape and Property Spaces for Data-Driven Metamaterials Design [J].
Chan, Yu-Chin ;
Ahmed, Faez ;
Wang, Liwei ;
Chen, Wei .
JOURNAL OF MECHANICAL DESIGN, 2021, 143 (03)
[7]  
Da D., 2019, Topology optimization design of heterogeneous materials and structures
[8]   Fracture resistance design through biomimicry and topology optimization [J].
Da, Daicong ;
Qian, Xiaoping .
EXTREME MECHANICS LETTERS, 2020, 40
[9]   Topology Optimization for Maximizing the Fracture Resistance of Periodic Quasi-Brittle Composites Structures [J].
Da, Daicong ;
Yvonnet, Julien .
MATERIALS, 2020, 13 (15)
[10]   Topology optimization of particle-matrix composites for optimal fracture resistance taking into account interfacial damage [J].
Da, Daicong ;
Yvonnet, Julien ;
Xia, Liang ;
Li, Guangyao .
INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING, 2018, 115 (05) :604-626