Review of Image Processing Methods for Surface and Tool Condition Assessments in Machining Article Swipe
Ali Erçetin
,
Oğuzhan Der
,
Fatih Akkoyun
,
Manjunath Patel Gowdru Chandrashekarappa
,
Ramazan Şener
,
Mücahit Çalışan
,
Nevzat Olgun
,
Ganesh R. Chate
,
K. N. Bharath
·
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.3390/jmmp8060244
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.3390/jmmp8060244
This paper systematically explores the applications of image processing techniques in machined surface analysis, a critical area in industries like manufacturing, aerospace, automotive, and healthcare. It examines the integration of image processing in traditional Computer Numerical Control (CNC) machining and micromachining, focusing on its role in tool wear analysis, workpiece detection, automatic CNC programming, and defect inspection. With AI and machine learning advancements, these technologies enhance defect detection, surface texture analysis, predictive maintenance, and quality optimization. The paper also discusses future advancements in high resolutions, 3D imaging, augmented reality, and Industry 4.0, highlighting their impact on productivity, precision, and challenges such as data privacy. In conclusion, image processing remains vital to improving manufacturing efficiency and quality control.
Related Topics
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Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.3390/jmmp8060244
- OA Status
- gold
- Cited By
- 16
- References
- 357
- Related Works
- 10
- OpenAlex ID
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All OpenAlex metadata
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https://openalex.org/W4403940694Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.3390/jmmp8060244Digital Object Identifier
- Title
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Review of Image Processing Methods for Surface and Tool Condition Assessments in MachiningWork title
- Type
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articleOpenAlex work type
- Language
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enPrimary language
- Publication year
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2024Year of publication
- Publication date
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2024-10-31Full publication date if available
- Authors
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Ali Erçetin, Oğuzhan Der, Fatih Akkoyun, Manjunath Patel Gowdru Chandrashekarappa, Ramazan Şener, Mücahit Çalışan, Nevzat Olgun, Ganesh R. Chate, K. N. BharathList of authors in order
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https://doi.org/10.3390/jmmp8060244Publisher landing page
- Open access
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YesWhether a free full text is available
- OA status
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goldOpen access status per OpenAlex
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https://doi.org/10.3390/jmmp8060244Direct OA link when available
- Concepts
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Machining, Computer science, Surface (topology), Image processing, Engineering drawing, Artificial intelligence, Computer vision, Mechanical engineering, Image (mathematics), Engineering, Mathematics, GeometryTop concepts (fields/topics) attached by OpenAlex
- Cited by
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16Total citation count in OpenAlex
- Citations by year (recent)
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2025: 16Per-year citation counts (last 5 years)
- References (count)
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357Number of works referenced by this work
- Related works (count)
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10Other works algorithmically related by OpenAlex
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| sustainable_development_goals[0].score | 0.550000011920929 |
| sustainable_development_goals[0].display_name | Industry, innovation and infrastructure |
| citation_normalized_percentile.value | 0.95838921 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | True |