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An outlier correction procedure and its application to areal surface data measured by optical instruments

机译:异常值校正程序及其在光学仪器测量的面数据中的应用

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摘要

An outlier correction procedure for areal surface topography data based on surrounding data for outlier detection and correction is reviewed. The outlier detection is based on the median relative height of the surrounding data within a defined detection window. The threshold value is calculated from a cumulative probability curve of the medians of all data points. The detection window size is selected based on the size of the largest outlier cluster observed on the topography data. The application of the procedure to dental implant surface topography data measured by a confocal laser scanning microscope shows excellent outlier removal compared to typical filtering methods. The procedure only affects outliers, and the information on normal data points remains unchanged. The application to topography data from 21 repeated measurements of a deterministic measuring standard shows great improvement in accuracy and repeatability of surface roughness parameters. The flexibility of the outlier correction procedure is observed through its application to several types of topography data from various types of optical surface measurement systems.
机译:综述了基于周围数据的面形貌数据的离群值校正程序,用于离群值检测和校正。离群检测基于定义的检测窗口内周围数据的中值相对高度。根据所有数据点的中位数的累积概率曲线计算阈值。根据在地形数据上观察到的最大离群聚类的大小来选择检测窗口的大小。与典型的过滤方法相比,该程序对通过共聚焦激光扫描显微镜测量的牙科植入物表面形貌数据的应用显示出优异的离群值去除。该过程仅影响离群值,并且正常数据点上的信息保持不变。对确定性测量标准进行21次重复测量后,将其应用于地形数据,表明表面粗糙度参数的准确性和可重复性得到了极大的提高。通过将离群校正程序应用于来自各种类型的光学表面测量系统的几种类型的地形数据,可以观察到其灵活性。

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