一种高效的全域形态滤波器算法

S. Grigoriev, О. V. Zakharov, V. G. Lysenko, D. A. Masterenko
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引用次数: 0

摘要

本文讨论了用于评估工程产品纹理等值参数的形态过滤。文章提出了一种数据组织结构,可以提高迭代算法枚举表面坐标的效率。形态滤波器是标准高斯滤波器的补充,可用于评估表面的功能特性。由于缺乏有效的算法,目前无法在计量实践中广泛使用等值形态滤波。本文介绍了一种基于表面坐标形态操作矩阵表示的算法。为此,引入了主表面和结构元素上不同的点索引。球体或平面段被用作结构元素。由于所有计算都是通过一次性枚举表面坐标进行的,没有像其他算法那样的嵌套循环,因此确保了所开发算法的高性能。在此基础上,还提出了扩张和侵蚀的形态学运算算法,并构建了关闭和打开滤波器。对各种数据集进行的模拟以及与已知形态过滤算法的比较证实了所设计算法的高效性。获得的结果可用于分析产品表面的功能特性。
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An efficient algorithm for areal morphological filter
This article discusses morphological filtering for assessing a areal parameters of a texture of engineering products. A data organization structure has been proposed that makes it possible to increase the efficiency of an iterative algorithm for enumerating a surface coordinates. Morphological filters complement the standard Gaussian filter to evaluate the functional properties of a surface. The widespread use of the areal morphological filtering in metrological practice is currently hampered by the lack of an effective algorithm. An algorithm based on a matrix representation of morphological operations on the surface coordinates is presented. For this purpose, different indexing of points on a primary surface and a structuring element has been introduced. A sphere or flat segment is used as the structuring element. The high performance of the developed algorithm is ensured due to the fact that all calculations are carried out by enumerating the surface coordinates in one pass, without nested loops, as in some other algorithms. Algorithms for morphological operations of dilation and erosion are presented, on the basis of which a closing and opening filters are constructed. Simulations carried out for various data sets and comparison with known morphological filtering algorithms confirmed the high efficiency of the designed algorithm. The results obtained can be used to analyze the functional properties of product surfaces.
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