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Classification of Visual Smoothness Standards Using Multi-Scale Areal Texture Parameters and Low-Magnification
Jesse Redford1, Brigid Mullany1
1Department of Mechanical Engineering, UNC Charlotte, Charlotte, NC 28223, USA.
Materials (Basel, Switzerland)
|April 13, 2024
Summary
A new computational framework, surface quality and inspection descriptors (SQuID™), objectively quantifies powder-coated surface finishes. This method effectively ranks different visual smoothness grades using areal surface metrics for improved consistency.
Area of Science:
- Surface Engineering and Materials Science
- Computational Metrology and Surface Characterization
Background:
- Objective specification of surface finish is crucial for consistent visual appearance in surface coating engineering.
- Existing methods may lack the precision required for detailed surface finish grading.
Purpose of the Study:
- To demonstrate the utility of the surface quality and inspection descriptors (SQuID™) computational framework.
- To effectively rank and classify different grades of powder-coated surface finish appearances.
- To compare the performance of SQuID™ with traditional gloss meter measurements.
Main Methods:
- Utilized ISO 25178-2 areal surface metrics derived from bandpass-filtered measurements.
- Employed a coherent scanning interferometer to capture data from ten visual smoothness standards.
- Compared multi-scale areal texture parameters from SQuID™ against hand-held gloss meter data.
Main Results:
- The SQuID™ framework successfully classified ten different powder-coated surface finishes.
- Classification accuracies ranged from 65% to 99%, contingent on filtering and parameter selection.
- Optimal classification was achieved using only five multi-scale topography descriptions.
Conclusions:
- The SQuID™ computational framework provides an effective tool for objective surface finish quantification.
- Multi-scale areal texture parameters offer a robust method for classifying surface smoothness.
- SQuID™ demonstrates superior or comparable performance to traditional gloss meters for surface finish grading.
Keywords:
classificationglossmachine learningmulti-scaleorange peelpowder coatingsurface texturevisual appearanceMore Related Videos
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