Industrial Application of AI-Based Assistive Magnetic Particle Inspection
Промышленное применение магнитопорошкового контроля с использованием системы поддержки на основе искусственного интеллекта
2024-02-12
SCID: 54.1/jakyzjjd
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AI-based magnetic particle inspectionassistive vision systemdefect detection and measurementnon-destructive testingoccupational health in industrial inspection
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Abstract (AI)
Magnetic Particle Inspection (MPI) is one of the most used methods in Non-Destructive Testing (NDT), allowing precise and robust defect detection on industrial-grade manufactured parts. However, human controllers perform this task in full black environments under UV-A lighting only (with safety glasses) and use chemical products in a confined environment. Those constraints tends to lower control performance and increase stress and fatigue. As a solution, we propose an AI-based assistive machine (called “PARADES”) inside the hazardous environment, remotely manipulated by a human operator, outside of the confined area, in cleaner and safer conditions. This paper focuses on the development of a complete industrial-grade AI machine, both in terms of hardware and software. The result is a standalone assistive AI-based vision system, plug-and-play and controller-friendly, which only needs the usual power supply 230 V plug that detects defects and measures defect length. In conclusion, the PARADES machines address for the first time the problem of occupational health in MPI with an industrial standalone machine which can work on several parts and be integrated into current production lines. Providing cleaner and healthier working conditions for operators will invariably lead to increased quality of detection. These results suggest that it would be beneficial to spread this kind of AI-based assistive technology in NDT, in particular MPI, but also in Fluorescent Penetrant Testing (FPT) or in visual inspection.
Key Findings
1
PARADES detects defects and measures their lengths, requiring only a standard 230 V power supply for plug-and-play deployment.
2
PARADES is a standalone, industrial-grade AI vision system designed to assist Magnetic Particle Inspection in hazardous environments.
3
The authors suggest that safer working conditions may improve detection quality and that similar AI assistance could benefit FPT and visual inspection.
4
The machine can inspect multiple parts and integrate into existing production lines while remaining controller-friendly.
5
The system remotely separates human operators from confined, UV-A-lit inspection areas containing chemical products, improving occupational safety and working conditions.
Research Object
Industrial magnetic particle inspection of manufactured parts using the PARADES AI-based assistive machine
Research Subject
Development and industrial performance of a standalone remotely operated AI-based vision system for defect detection and defect-length measurement under hazardous MPI working conditions
Publication Details
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2024-02-12
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