Suppr超能文献

碳纤维增强塑料超声辅助钻孔中切削力演变的建模

Modeling Evolution of Cutting Force in Ultrasonically Assisted Drilling of Carbon Fiber Reinforced Plastics.

作者信息

Huang Ci-Rong, Liao Bing-Mai, Kai Chen-Yu, Su Cheng-Mu, Hung Jui-Pin

机构信息

Intelligent Machinery Technology Center, Industrial Technology Research Institute, Taichung 40852, Taiwan.

Graduate Institute of Precision Manufacturing, National Chin-Yi University of Technology, Taichung 41130, Taiwan.

出版信息

Materials (Basel). 2022 May 9;15(9):3392. doi: 10.3390/ma15093392.

Abstract

In this study, the effects of process parameters (feed rate, spindle speed, and ultrasonic power level) on the cutting force and delamination in the ultrasonic vibration-assisted drilling of carbon fiber-reinforced plastics (CFRPs) have been investigated. A series of drilling tests under various conditions defined by the design of experiment technique were conducted. The evolution of the cutting force during drilling cycles was measured and analyzed. Experimental analysis results based on the Taguchi method and analysis of variance show that the spindle speed is an influential factor affecting the cutting force with a contribution of 75.36%, and the feed rate significantly affects the delamination damage with a contribution of 46.57%. In addition, the cutting force was found to increase with drilling cycles at different rates, which depends on the process parameters used in drilling. The evolution behavior of cutting force was well fitted based on the process parameters by proposed regression models. Experimental validation indicates that the predicted forces show reasonable agreement with measured values under different conditions and reveal good prediction performances, with a root mean square error of 5.6 and a mean absolute percentage error of 5.8%. In drilling tests with variable cutting conditions, the evolution of the cutting forces predicted based on the selected parameters was successfully verified when compared with the measured results, with RMSE and MAPE values of 7.55 and 5.61%, respectively. As a conclusion, this predictive model provides an effective basis for selecting appropriate drilling parameters to suppress the cutting force on CFRP composites.

摘要

在本研究中,研究了工艺参数(进给速度、主轴转速和超声功率水平)对碳纤维增强塑料(CFRP)超声振动辅助钻孔中切削力和分层的影响。采用实验设计技术定义了一系列不同条件下的钻孔试验。测量并分析了钻孔过程中切削力的变化。基于田口方法和方差分析的实验分析结果表明,主轴转速是影响切削力的一个重要因素,贡献率为75.36%,进给速度对分层损伤有显著影响,贡献率为46.57%。此外,发现切削力随钻孔循环以不同速率增加,这取决于钻孔中使用的工艺参数。通过所提出的回归模型,基于工艺参数对切削力的演变行为进行了很好的拟合。实验验证表明,预测力与不同条件下的测量值具有合理的一致性,具有良好的预测性能,均方根误差为5.6,平均绝对百分比误差为5.8%。在变切削条件的钻孔试验中,与测量结果相比,基于所选参数预测的切削力演变得到了成功验证,RMSE和MAPE值分别为7.55%和5.61%。总之,该预测模型为选择合适的钻孔参数以抑制CFRP复合材料上的切削力提供了有效依据。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6e4f/9104629/9c76bf401768/materials-15-03392-g001.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验