通过在压接力监控器中设置倾斜公差和连接公差,提高缺陷检测性能

Liancheng Zeng, Dali Qin
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摘要

压接力监控器(CFM)通过力传感器的压接力曲线是否超出设定公差来检测缺陷,其目标是降低缺陷漏检率和误报率。在本研究中,将手工制作的典型缺陷与良好产品一起用自动压接机进行压接,以获得压接力曲线的连续数据并对数据进行处理。在压接力曲线的峰值偏差和面积偏差方面,良品呈偏正态分布,而缺陷样品呈离群值,且正负方向的偏差强度不同。此外,通过人工干预多组缺陷的批量生产,比较不同公差设置下 CFM 的缺陷漏检率和误报率,峰值偏斜公差、联合松散公差和联合偏斜公差树设置可同时满足低缺陷漏检率和低误报率的要求。分组试验结果验证了压接力曲线偏差率的偏正态分布和偏差强度的特征,为自动化端子压接生产中 CFM 的公差设置提供了参考。
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Improving performance of defect detection by setting skewed tolerance and joint tolerances in crimp force monitor
A Crimp Force Monitor (CFM) detects defects by whether the crimp force curve of the force sensor exceeds the set tolerance, with the goal of low defect miss rate and false alarm rate. In this study, typical defects made by hand are crimped with an automatic crimping machine together with good products to obtain continuous data of the crimping force curves and to process the data. For the peak and area deviations of the crimp force curve, the good products show skew‐normal distribution, and the defective samples show outliers and different deviation intensities in the positive and negative directions. Furthermore, by manually intervening in the batch production of multiple groups of defects and comparing the defect miss rate and false alarm rate of CFM with different tolerance settings, the peak skewed tolerance, joint loose tolerance and joint skewed tolerance tree settings can meet a low defect miss rate and low false alarm rate at the same time. The group test results verify the skew‐normal distribution of crimping force curve deviation rate and the characteristics of deviation intensities, providing reference for the tolerance setting of CFM in automated terminal crimping production.
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