共 41 条
Computationally fast morphological descriptor-based microstructure reconstruction algorithms for particulate composites
被引:7
作者:

You, Hangil
论文数: 0 引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Dept Aerosp Engn, Gwanak Ro 1, Seoul 08826, South Korea Seoul Natl Univ, Dept Aerosp Engn, Gwanak Ro 1, Seoul 08826, South Korea

Kim, Yeonghwan
论文数: 0 引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Dept Aerosp Engn, Gwanak Ro 1, Seoul 08826, South Korea Seoul Natl Univ, Dept Aerosp Engn, Gwanak Ro 1, Seoul 08826, South Korea

Yun, Gun Jin
论文数: 0 引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Dept Aerosp Engn, Gwanak Ro 1, Seoul 08826, South Korea Seoul Natl Univ, Dept Aerosp Engn, Gwanak Ro 1, Seoul 08826, South Korea
机构:
[1] Seoul Natl Univ, Dept Aerosp Engn, Gwanak Ro 1, Seoul 08826, South Korea
关键词:
Material characterization and reconstruction;
Microstructure;
Particulate composites;
Simulated annealing;
Mechanoluminescence;
PARTICLES;
BEHAVIOR;
MEDIA;
SIZE;
D O I:
10.1016/j.compscitech.2019.107746
中图分类号:
TB33 [复合材料];
学科分类号:
摘要:
In this paper, we propose a series of novel algorithms for microstructure reconstruction based on constituent morphologies. The proposed algorithm can generate statistically equivalent representative volume elements (RVE) from shape repository consisting of the actual particles from micro-computed tomography (CT) images. The reconstruction algorithm is also general in that it can adopt any morphological descriptors. CDFs errors of the morphological descriptors between the targeted and reconstructed RVEs are minimized within the proposed algorithmic framework. High reliability of the microstructure reconstructions stems from unique and efficient design of the algorithmic framework. One of the novelties of the proposed algorithm is that it does not rely on time-consuming two-point correlation function (TPCF) calculations while it can replicate distributions keeping realistic morphologies of particles. To verify the proposed reconstruction algorithm, the TPCF and homogenized effective properties were compared between targeted and reconstructed RVEs. Moreover, mechanical responses of the targeted and reconstructed RVEs are evaluated and compared by 3D finite element analyses.
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共 41 条
- [1] Development of an RVE and its stiffness predictions based on mathematical homogenization theory for short fibre composites[J]. INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES, 2018, 130 : 80 - 104Babu, K. P.论文数: 0 引用数: 0 h-index: 0机构: Indian Inst Technol Kanpur, Dept Aerosp Engn, Kanpur 208016, UP, India Indian Inst Technol Kanpur, Dept Aerosp Engn, Kanpur 208016, UP, IndiaMohite, P. M.论文数: 0 引用数: 0 h-index: 0机构: Indian Inst Technol Kanpur, Dept Aerosp Engn, Kanpur 208016, UP, India Indian Inst Technol Kanpur, Dept Aerosp Engn, Kanpur 208016, UP, IndiaUpadhyay, C. S.论文数: 0 引用数: 0 h-index: 0机构: Indian Inst Technol Kanpur, Dept Aerosp Engn, Kanpur 208016, UP, India Indian Inst Technol Kanpur, Dept Aerosp Engn, Kanpur 208016, UP, India
- [2] Computational microstructure characterization and reconstruction: Review of the state-of-the-art techniques[J]. PROGRESS IN MATERIALS SCIENCE, 2018, 95 : 1 - 41Bostanabad, Ramin论文数: 0 引用数: 0 h-index: 0机构: Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USA Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USAZhang, Yichi论文数: 0 引用数: 0 h-index: 0机构: Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USA Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USALi, Xiaolin论文数: 0 引用数: 0 h-index: 0机构: Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USA Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USAKearney, Tucker论文数: 0 引用数: 0 h-index: 0机构: Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USA Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USABrinson, L. Catherine论文数: 0 引用数: 0 h-index: 0机构: Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USA Northwestern Univ, Dept Mat Sci & Engn, Evanston, IL 60208 USA Northwestern Univ, Theoret & Appl Mech, Evanston, IL 60208 USA Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USAApley, Daniel W.论文数: 0 引用数: 0 h-index: 0机构: Northwestern Univ, Dept Ind Engn & Management Sci, Evanston, IL 60208 USA Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USA论文数: 引用数: h-index:机构:Chen, Wei论文数: 0 引用数: 0 h-index: 0机构: Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USA Northwestern Univ, Dept Mat Sci & Engn, Evanston, IL 60208 USA Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USA
- [3] Stochastic microstructure characterization and reconstruction via supervised learning[J]. ACTA MATERIALIA, 2016, 103 : 89 - 102Bostanabad, Ramin论文数: 0 引用数: 0 h-index: 0机构: Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USA Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USABui, Anh Tuan论文数: 0 引用数: 0 h-index: 0机构: Northwestern Univ, Dept Ind Engn & Management Sci, Evanston, IL 60208 USA Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USAXie, Wei论文数: 0 引用数: 0 h-index: 0机构: Rensselaer Polytech Inst, Dept Ind & Syst Engn, Troy, NY 12180 USA Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USAApley, Daniel W.论文数: 0 引用数: 0 h-index: 0机构: Northwestern Univ, Dept Ind Engn & Management Sci, Evanston, IL 60208 USA Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USAChen, Wei论文数: 0 引用数: 0 h-index: 0机构: Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USA Northwestern Univ, Dept Mech Engn, Evanston, IL 60208 USA
- [4] Improving direct physical properties prediction of heterogeneous materials from imaging data via convolutional neural network and a morphology-aware generative model[J]. COMPUTATIONAL MATERIALS SCIENCE, 2018, 150 : 212 - 221Cang, Ruijin论文数: 0 引用数: 0 h-index: 0机构: Arizona State Univ, Mech Engn, Tempe, AZ 85287 USA Arizona State Univ, Mech Engn, Tempe, AZ 85287 USALi, Hechao论文数: 0 引用数: 0 h-index: 0机构: Arizona State Univ, Mat Sci & Engn, Tempe, AZ USA Arizona State Univ, Mech Engn, Tempe, AZ 85287 USAYao, Hope论文数: 0 引用数: 0 h-index: 0机构: Arizona State Univ, Mech Engn, Tempe, AZ 85287 USA Arizona State Univ, Mech Engn, Tempe, AZ 85287 USA论文数: 引用数: h-index:机构:Ren, Yi论文数: 0 引用数: 0 h-index: 0机构: Arizona State Univ, Mech Engn, Tempe, AZ 85287 USA Arizona State Univ, Mech Engn, Tempe, AZ 85287 USA
- [5] Microstructure Representation and Reconstruction of Heterogeneous Materials Via Deep Belief Network for Computational Material Design[J]. JOURNAL OF MECHANICAL DESIGN, 2017, 139 (07)Cang, Ruijin论文数: 0 引用数: 0 h-index: 0机构: Arizona State Univ, Dept Mech Engn, Tempe, AZ 85287 USA Arizona State Univ, Dept Mech Engn, Tempe, AZ 85287 USAXu, Yaopengxiao论文数: 0 引用数: 0 h-index: 0机构: Arizona State Univ, Dept Mat Sci & Engn, Tempe, AZ 85287 USA Arizona State Univ, Dept Mech Engn, Tempe, AZ 85287 USAChen, Shaohua论文数: 0 引用数: 0 h-index: 0机构: Arizona State Univ, Dept Mat Sci & Engn, Tempe, AZ 85287 USA Arizona State Univ, Dept Mech Engn, Tempe, AZ 85287 USALiu, Yongming论文数: 0 引用数: 0 h-index: 0机构: Arizona State Univ, Dept Mech Engn, Tempe, AZ 85287 USA Arizona State Univ, Dept Mech Engn, Tempe, AZ 85287 USAJiao, Yang论文数: 0 引用数: 0 h-index: 0机构: Arizona State Univ, Dept Mat Sci & Engn, Tempe, AZ 85287 USA Arizona State Univ, Dept Mech Engn, Tempe, AZ 85287 USARen, Max Yi论文数: 0 引用数: 0 h-index: 0机构: Arizona State Univ, Dept Mech Engn, Tempe, AZ 85287 USA Arizona State Univ, Dept Mech Engn, Tempe, AZ 85287 USA
- [6] Stochastic Reconstruction of Particulate Media Using Simulated Annealing: Improving Pore Connectivity[J]. TRANSPORT IN POROUS MEDIA, 2009, 76 (02) : 179 - 198Capek, P.论文数: 0 引用数: 0 h-index: 0机构: Inst Chem Technol, CR-16628 Prague, Czech Republic Inst Chem Technol, CR-16628 Prague, Czech RepublicHejtmanek, V.论文数: 0 引用数: 0 h-index: 0机构: Inst Chem Proc Fundamentals ASCR, VVI, Prague, Czech Republic Inst Chem Technol, CR-16628 Prague, Czech RepublicBrabec, L.论文数: 0 引用数: 0 h-index: 0机构: J Heyrovsky Inst Phys Chem ASCR, VVI, Prague, Czech Republic Inst Chem Technol, CR-16628 Prague, Czech RepublicZikanova, A.论文数: 0 引用数: 0 h-index: 0机构: J Heyrovsky Inst Phys Chem ASCR, VVI, Prague, Czech Republic Inst Chem Technol, CR-16628 Prague, Czech RepublicKocirik, M.论文数: 0 引用数: 0 h-index: 0机构: J Heyrovsky Inst Phys Chem ASCR, VVI, Prague, Czech Republic Inst Chem Technol, CR-16628 Prague, Czech Republic
- [7] Reconstruction and evaluation of the air permeability of a cement paste specimen with a void distribution gradient using CT images and numerical methods[J]. CONSTRUCTION AND BUILDING MATERIALS, 2015, 87 : 45 - 53论文数: 引用数: h-index:机构:Han, Tong-Seok论文数: 0 引用数: 0 h-index: 0机构: Yonsei Univ, Dept Civil & Environm Engn, Seoul 120749, South Korea Yonsei Univ, Dept Civil & Environm Engn, Seoul 120749, South KoreaKim, Se-Yun论文数: 0 引用数: 0 h-index: 0机构: Yonsei Univ, Dept Civil & Environm Engn, Seoul 120749, South Korea Yonsei Univ, Dept Civil & Environm Engn, Seoul 120749, South Korea
- [8] THRESHOLD ACCEPTING - A GENERAL-PURPOSE OPTIMIZATION ALGORITHM APPEARING SUPERIOR TO SIMULATED ANNEALING[J]. JOURNAL OF COMPUTATIONAL PHYSICS, 1990, 90 (01) : 161 - 175DUECK, G论文数: 0 引用数: 0 h-index: 0机构: IBM Scientific Center, HeidelbergSCHEUER, T论文数: 0 引用数: 0 h-index: 0机构: IBM Scientific Center, Heidelberg
- [9] Effects of particle size, particle/matrix interface adhesion and particle loading on mechanical properties of particulate-polymer composites[J]. COMPOSITES PART B-ENGINEERING, 2008, 39 (06) : 933 - 961Fu, Shao-Yun论文数: 0 引用数: 0 h-index: 0机构: Chinese Acad Sci, Tech Inst Phys & Chem, Beijing 100080, Peoples R China Chinese Acad Sci, Tech Inst Phys & Chem, Beijing 100080, Peoples R ChinaFeng, Xi-Qiao论文数: 0 引用数: 0 h-index: 0机构: Tsinghua Univ, Dept Engn Mech, FML, Beijing 100084, Peoples R China Chinese Acad Sci, Tech Inst Phys & Chem, Beijing 100080, Peoples R ChinaLauke, Bernd论文数: 0 引用数: 0 h-index: 0机构: Leibniz Inst Polymer Res Dresden, D-01069 Dresden, Germany Chinese Acad Sci, Tech Inst Phys & Chem, Beijing 100080, Peoples R ChinaMai, Yiu-Wing论文数: 0 引用数: 0 h-index: 0机构: Univ Sydney, Sch Aerosp Mech & Mech Engn J07, CAMT, Sydney, NSW 2006, Australia Chinese Acad Sci, Tech Inst Phys & Chem, Beijing 100080, Peoples R China
- [10] Microstructure reconstructions from 2-point statistics using phase-recovery algorithms[J]. ACTA MATERIALIA, 2008, 56 (05) : 942 - 948Fullwood, David T.论文数: 0 引用数: 0 h-index: 0机构: Brigham Young Univ, Dept Mech Engn, Provo, UT 84602 USA Drexel Univ, Dept Mat Sci & Engn, Philadelphia, PA 19104 USANiezgoda, Stephen R.论文数: 0 引用数: 0 h-index: 0机构: Drexel Univ, Dept Mat Sci & Engn, Philadelphia, PA 19104 USA Drexel Univ, Dept Mat Sci & Engn, Philadelphia, PA 19104 USAKalidindi, Surya R.论文数: 0 引用数: 0 h-index: 0机构: Drexel Univ, Dept Mat Sci & Engn, Philadelphia, PA 19104 USA Drexel Univ, Dept Mat Sci & Engn, Philadelphia, PA 19104 USA