Evaluation of the Degree of Degradation of Brake Pad Friction Surfaces Using Image Processing

T. Mandziy, I. Ivasenko, O. Berehulyak, R. Vorobel, M. Bembenek, Sviatoslav Kryshtopa, L. Ropyak
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Abstract

The improvement of drilling rig systems to ensure a reduction in unproductive time spent on lowering and lifting operations for replacing drilling tools and restoring the performance of drilling equipment units is an important task. At the same time, considerable attention is paid to the reliable and efficient operation of the braking systems of drilling rig winches. In the process of operation, the polymer pads periodically come into contact with the outer cylindrical surface of the metal pulley during braking, work in extreme conditions and wear out intensively, so they need periodic replacement. Tests were carried out on a modernized stand and in industrial conditions for the brakes of drilling winches. A methodology for evaluating the degradation of the brake pad friction surface during its operation is proposed. The assessment of the degradation degree is carried out based on the image of the brake pad surface using image processing techniques. Geometric transformations of the input image were performed to avoid perspective distortions caused by the concave shape of the brake pads and the spatial angle at which the image is acquired to avoid glares. The crack detection step was implemented based on the scale-space theory, followed by contour detection and skeletonization. The ratios of the area and perimeter of segmented and skeletonized cracks to the total area were chosen as integral characteristics of the degradation degree. With the help of scanning electron microscopy, the character of the destruction of the friction surface and the degradation of the polymer material was investigated. Experimental studies were performed, and the application of the proposed method is illustrated.
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利用图像处理评估制动片摩擦表面的退化程度
改进钻机系统,确保减少用于更换钻具和恢复钻机设备性能的下降和提升操作的非生产性时间,是一项重要任务。与此同时,钻机绞车制动系统的可靠和高效运行也备受关注。在运行过程中,聚合物垫在制动时会周期性地与金属滑轮的外圆柱面接触,在极端条件下工作,磨损严重,因此需要定期更换。在现代化的台架上和工业条件下,对钻井绞车的制动器进行了测试。提出了一种评估制动片摩擦表面在运行过程中退化程度的方法。退化程度的评估是根据使用图像处理技术的制动片表面图像进行的。对输入图像进行了几何变换,以避免因刹车片的凹面形状和获取图像的空间角度造成的透视失真,从而避免眩光。裂纹检测步骤是根据尺度空间理论进行的,然后是轮廓检测和骨架化。分割和骨架化裂纹的面积和周长与总面积的比率被选为退化程度的整体特征。在扫描电子显微镜的帮助下,研究了摩擦表面破坏和聚合物材料降解的特征。进行了实验研究,并说明了所提方法的应用。
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