A Digital Twin for Automated Layup of Prepreg Composite Sheets

被引:9
|
作者
Chen, Yi-Wei [1 ]
Joseph, Rex Jomy [2 ]
Kanyuck, Alec [1 ]
Khan, Shahwaz [1 ]
Malhan, Rishi K. [1 ]
Manyar, Omey M. [1 ]
McNulty, Zachary [1 ]
Wang, Bohan [2 ]
Barbic, Jernej [2 ]
Gupta, Satyandra K. [1 ]
机构
[1] Univ Southern Calif, Dept Aerosp & Mech Engn, Los Angeles, CA 90007 USA
[2] Univ Southern Calif, Dept Comp Sci, Los Angeles, CA 90007 USA
基金
美国国家科学基金会;
关键词
modeling and simulation; process planning; robotics and flexible tooling; WOVEN; MODEL;
D O I
10.1115/1.4052132
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The composite sheet layup process involves stacking several layers of a viscoelastic prepreg sheet and curing the laminate to manufacture the component. Demands for automating functional tasks in the composite manufacturing processes have dramatically increased in the past decade. A simulation system representing a digital twin of the composite sheet can aid in the development of such an autonomous system for prepreg sheet layup. While finite element analysis (FEA) is a popular approach for simulating flexible materials, material properties need to be encoded to produce high-fidelity mechanical simulations. We present a methodology to predict material parameters of a thin-shell FEA model based on real-world observations of the deformations of the object. We utilize the model to develop a digital twin of a composite sheet. The method is tested on viscoelastic composite prepreg sheets and fabric materials such as cotton cloth, felt, and canvas. We discuss the implementation and development of a high-speed FEA simulator based on the VegaFEM library. By using our method to identify sheet material parameters, the sheet simulation system is able to predict sheet behavior within 5 cm of average error and have proven its capability for 10 fps real-time sheet simulation.
引用
收藏
页数:12
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