Stochastic analysis of the fracture toughness of polymeric nanoparticle composites using polynomial chaos expansions

被引:361
作者
Hamdia, Khader M. [1 ,2 ]
Silani, Mohammad [3 ]
Zhuang, Xiaoying [4 ]
He, Pengfei [4 ]
Rabczuk, Timon [1 ,2 ]
机构
[1] Duy Tan Univ, Inst Dev & Res, 3 Quang Trung, Danang, Vietnam
[2] Bauhaus Univ Weimar, Inst Struct Mech, Weimar, Germany
[3] Isfahan Univ Technol, Dept Mech Engn, Esfahan 8415683111, Iran
[4] Tongji Univ, Shanghai, Peoples R China
关键词
Polymeric nanoparticle composites; Interphase; Fracture toughness; Computational mechanics; Uncertainty quantification; Sensitivity analysis; GLOBAL SENSITIVITY-ANALYSIS; FINITE-ELEMENT-ANALYSIS; COARSE-GRAINED MODEL; PHANTOM-NODE METHOD; CLAY/EPOXY NANOCOMPOSITES; DIFFERENTIAL-EQUATIONS; TOUGHENING MECHANISMS; MULTISCALE; EPOXY; PREDICTIONS;
D O I
10.1007/s10704-017-0210-6
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The fracture energy is a substantial material property that measures the ability of materials to resist crack growth. The reinforcement of the epoxy polymers by nanosize fillers improves significantly their toughness. The fracture mechanism of the produced polymeric nanocomposites is influenced by different parameters. This paper presents a methodology for stochastic modelling of the fracture in polymer/particle nanocomposites. For this purpose, we generated a 2D finite element model containing an epoxy matrix and rigid nanoparticles surrounded by an interphase zone. The crack propagation was modelled by the phantom node method. The stochastic model is based on six uncertain parameters: the volume fraction and the diameter of the nanoparticles, Young's modulus and the maximum allowable principal stress of the epoxy matrix, the interphase zone thickness and its Young's modulus. Considering the uncertainties in input parameters, a polynomial chaos expansion surrogate model is constructed followed by a sensitivity analysis. The variance in the fracture energy was mostly influenced by the maximum allowable principal stress and Young's modulus of the epoxy matrix.
引用
收藏
页码:215 / 227
页数:13
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