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Estimation of state and material properties during heat-curing molding of composite materials using data assimilation: A numerical study

机译:利用数据同化估计复合材料热固化成型过程中的状态和材料性能:数值研究

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摘要

Accurate simulations of carbon fiber-reinforced plastic (CFRP) molding are vital for the development of high-quality products. However, such simulations are challenging and previous attempts to improve the accuracy of simulations by incorporating the data acquired from mold monitoring have not been completely successful. Therefore, in the present study, we developed a method to accurately predict various CFRP thermoset molding characteristics based on data assimilation, a process that combines theoretical and experimental values. The degree of cure as well as temperature and thermal conductivity distributions during the molding process were estimated using both temperature data and numerical simulations. An initial numerical experiment demonstrated that the internal mold state could be determined solely from the surface temperature values. A subsequent numerical experiment to validate this method showed that estimations based on surface temperatures were highly accurate in the case of degree of cure and internal temperature, although predictions of thermal conductivity were more difficult.
机译:碳纤维增强塑料(CFRP)成型的精确模拟对于开发高质量产品至关重要。然而,这样的模拟是具有挑战性的,并且先前通过合并从模具监视获得的数据来提高模拟精度的尝试还没有完全成功。因此,在本研究中,我们开发了一种基于数据同化来准确预测各种CFRP热固性成型特性的方法,该方法结合了理论值和实验值。使用温度数据和数值模拟来估算成型过程中的固化程度以及温度和导热率分布。最初的数值实验表明,只能从表面温度值确定内部模具状态。随后的数值实验验证了该方法的有效性,尽管对导热率的预测更为困难,但在固化程度和内部温度的情况下,基于表面温度的估计非常准确。

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