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Vladimir Shapovalov

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#graph neural networks Open access Sep 2026

Physical structure and graph learning for manufacturing defect detection

Manufacturing inspection combines measurements taken on irregular geometries with decisions about conformity, rework, and further examination. Graph neural networks can represent these measurements, but geometric connectivity, physical consistency, and defect evidence are different forms of information. This review dev...

Vladimir Shapovalov · 0 citations

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