Determination of optimal temperature range and prediction of tool life to ensure hole quality during continuous drilling of CFRP composites

IF 6.1 1区 工程技术 Q1 ENGINEERING, MANUFACTURING
Junwei Yin , Xingshu Wang , Qunli Zhou , Zixu Zhao , Shuai Deng , Yunxian Cui , Haoyu Wang
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引用次数: 0

Abstract

Drilling temperature significantly affects the quality of CFRP (Carbon Fiber Reinforced Polymer) composite processing, yet studies on its continuous measurement are limited. This paper addresses this gap by developing an enhanced material model within the VUMAT subroutine and a 3D mechanical-thermal coupling model to simulate continuous drilling. A wireless temperature measurement system is designed to collect real-time data, and experiments are conducted to identify the optimal temperature range for CFRP composites. To predict tool life and ensure hole quality, a hybrid Gaussian classifier and polynomial regression model are developed. The results show that the maximum temperature and damage factor errors are within 6.13 % and 15.28 %, respectively, confirming the model's reliability. The maximum temperature trend correlates with tool wear and hole roughness, establishing that temperature changes can reflect tool wear. The optimal temperature range is found to be 41.5 °C to 112 °C, with a goodness of fit of 0.944 and average variance of 0.002. This study enhances the efficiency and precision of continuous drilling in CFRP composites, offering valuable insights for industries like aerospace, automotive, and construction.
CFRP复合材料连续钻进过程中最佳温度范围的确定和刀具寿命的预测,以保证孔质量
钻进温度对CFRP(碳纤维增强聚合物)复合材料的加工质量有显著影响,但对其连续测量的研究有限。本文通过开发VUMAT子程序中的增强材料模型和3D机械-热耦合模型来模拟连续钻井,从而解决了这一问题。设计了无线测温系统,实时采集数据,并通过实验确定了CFRP复合材料的最佳温度范围。为了预测刀具寿命和保证孔质量,提出了一种混合高斯分类器和多项式回归模型。结果表明,最大温度和损伤因子误差分别在6.13%和15.28%以内,验证了模型的可靠性。最高温度趋势与刀具磨损和孔粗糙度相关,表明温度变化可以反映刀具磨损。最佳温度范围为41.5 ~ 112℃,拟合优度为0.944,平均方差为0.002。该研究提高了CFRP复合材料连续钻孔的效率和精度,为航空航天、汽车和建筑等行业提供了有价值的见解。
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来源期刊
Journal of Manufacturing Processes
Journal of Manufacturing Processes ENGINEERING, MANUFACTURING-
CiteScore
10.20
自引率
11.30%
发文量
833
审稿时长
50 days
期刊介绍: The aim of the Journal of Manufacturing Processes (JMP) is to exchange current and future directions of manufacturing processes research, development and implementation, and to publish archival scholarly literature with a view to advancing state-of-the-art manufacturing processes and encouraging innovation for developing new and efficient processes. The journal will also publish from other research communities for rapid communication of innovative new concepts. Special-topic issues on emerging technologies and invited papers will also be published.
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