A Comparison of Least-Squares Methods Applied on Form Removal in Metrology with Application Guidelines

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Abstract

Form removal, aiming to remove nominal form components from the primary profile, is a fundamental step prior to further surface metrological operations. ISO 3274 (1996) suggests that the association approaches can be used to separate form and form error. However, the ISO standards do not elaborate on specific methods or define the application scope. Furthermore, there is an absence of guidance regarding the selection of methods and parameter adjustment based on different types of surfaces. The most commonly employed set of association methods is least-squares (LS) methods, which use polynomial regression to fit the reference form. This study compares three typical least-squares models: ordinary least-square, total least-square and robust least-square across a variety of surface measurements and examines their characteristics, which inform the establishment of application guidelines. Additionally, a parametric analysis for RLS is provided as it involves different weight functions. These guidelines could be beneficial for the practical implementation of surface characterization, particularly for users and engineers who do not possess a full understanding of the mathematics of these models.

Original languageEnglish
Title of host publication2023 28th International Conference on Automation and Computing (ICAC)
PublisherIEEE
Number of pages6
ISBN (Electronic)9798350335859
ISBN (Print)9798350335866
DOIs
Publication statusPublished - 16 Oct 2023
Event28th International Conference on Automation and Computing: Digitalisation for Smart Manufacturing and Systems - Aston University, Birmingham, United Kingdom
Duration: 30 Aug 20231 Sep 2023
Conference number: 28
https://cacsuk.co.uk/icac/

Conference

Conference28th International Conference on Automation and Computing
Abbreviated titleICAC 2023
Country/TerritoryUnited Kingdom
CityBirmingham
Period30/08/231/09/23
Internet address

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