Process-structure-property analysis of short carbon fiber reinforced polymer composite via fused filament fabrication

被引:28
|
作者
Pei, Shenli [1 ]
Wang, Kaifeng [2 ]
Chen, Cheng-Bang [1 ,4 ]
Li, Jingjing [1 ]
Li, Yang [3 ]
Zeng, Danielle [3 ]
Su, Xuming [3 ]
Yang, Hui [1 ]
机构
[1] Penn State Univ, Dept Ind & Mfg Engn, University Pk, PA 16802 USA
[2] Tianjin Univ, Key Lab Mech Theory & Equipment Design, Minist Educ, Tianjin 300354, Peoples R China
[3] Ford Motor Co, Res & Innovat Ctr, Dearborn, MI 48124 USA
[4] Univ Miami, Dept Ind Engn, Coral Gables, FL 33146 USA
基金
中国国家自然科学基金;
关键词
Fiber-reinforced polymer composite; Microstructure; Mechanical properties; Additive manufacturing; MECHANICAL-PROPERTIES; PARAMETERS; COMPONENTS; STRENGTH; DESIGN;
D O I
10.1016/j.jmapro.2021.02.019
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This study investigates the effects of process conditions on the inherent variabilities in fused filament fabrication (FFF) of short carbon-fiber-reinforced Nylon-6 composites, where the sources of uncertainty and their adverse effects on microstructures and Young?s modulus are quantified. Microstructural characteristics such as fiber volume fraction, void volume fraction, and their spatial distributions are first extracted via image-based data analytics, and then their uncertainties are quantified by the analysis of variance. A Monte Carlo sampling method is introduced to enrich the datasets for analyzing uncertainty propagation from micro-level (microstructures) to macro-level (mechanical property). A modified Halpin-Tsai model with the consideration of fiber and void distributions is developed to quantify the propagated uncertainties on Young?s modulus, which are further validated through quasi-static tensile tests. This study examined the process-structure-property relationship of FFF samples and quantified the underlying variations in both micro- and macro-levels.
引用
收藏
页码:544 / 556
页数:13
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