Classification of Visual Smoothness Standards Using Multi-Scale Areal Texture Parameters and Low-Magnification Coherence Scanning Interferometry.

Materials (Basel)

Department of Mechanical Engineering, UNC Charlotte, Charlotte, NC 28223, USA.

Published: April 2024

AI Article Synopsis

  • The study highlights the importance of being able to specify surface finishes for consistent visual quality in coating engineering.
  • A computational tool called surface quality and inspection descriptors (™) is introduced to effectively rank different surface finish appearances using established ISO metrics.
  • It shows that automatic classification of surface finishes can achieve varying accuracies (65%-99%) based on the filtering methods and parameters, with the best results coming from just five topography descriptions.

Article Abstract

The ability to objectively specify surface finish to ensure consistent visual appearance addresses a vital need in surface coating engineering. This work demonstrates how a computational framework, called surface quality and inspection descriptors (™), can be leveraged to effectively rank different grades of surface finish appearances. ISO 25178-2 areal surface metrics extracted from bandpass-filtered measurements of a set of ten visual smoothness standards taken on a coherent scanning interferometer are used to quantify different grades of powder-coated surface finish. The ability to automatically classify the standard tiles using multi-scale areal texture parameters is compared to parameters obtained from a hand-held gloss meter. The results indicate that the ten different surface finishes can be automatically classified with accuracies as low as 65% and as high as 99%, depending on the filtering and parameters used to quantify the surfaces. The highest classification accuracy is achieved using only five multi-scale topography descriptions of the surface.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11012891PMC
http://dx.doi.org/10.3390/ma17071653DOI Listing

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