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Research on Real-Time Quality Inspection of PET Bottle Caps

机译:PET瓶盖实时质量检验研究

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Online quality inspection is an effective way to guarantee the quality of PET bottles packaging on the high-speed filling production line. This paper focused on studying and developing a machine vision inspecting system for on-line defects detection of PET caps without support rings. An image processing algorithm was proposed to detecting the serious defects such as surface foreign matters and link ring broken of the PET caps. For detecting the defect of surface foreign matters, the algorithm employed a mean filtering to estimate the background, then compared the inspected image with the background image by using dynamic threshold, as a result, the crack region was extracted. As to defect of link ring broken, the uneven gray-scale distribution in the RGB color space was extremely improved by HSV color space transform. Compared three components of HSV images, the gap feature between the cap and the link ring was more obvious in the saturation image. Hence, the gap region was extracted through segmenting the saturation image. Experiments demonstrate that the designed inspection system has an accuracy up to 97% and the speed up to 34000 bottles per hour.
机译:在线质量检验是保证PET瓶装在高速灌装生产线上的宠物瓶的质量的有效方法。本文集中于研究和开发机器视觉检查系统,用于在线缺陷检测PET帽,无需支撑环。提出了一种图像处理算法,以检测宠物帽破碎的表面异物和连杆环等严重缺陷。为了检测表面异物的缺陷,该算法采用平均滤波来估计背景,然后通过使用动态阈值将被检查的图像与背景图像进行比较,结果提取裂缝区域。对于链路环破碎的缺陷,通过HSV颜色空间变换极大地改善了RGB色彩空间中的不均匀灰度分布。比较HSV图像的三个组分,帽子和连杆环之间的间隙特征在饱和图像中更明显。因此,通过分割饱和图像来提取间隙区域。实验表明,设计的检测系统的准确性高达97%,速度高达34000瓶每小时。

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