AI-vision based real-time in-situ monitoring of the metallic deposition in μ-plasma transferred arc directed energy deposition process
• AI vision based real-time monitoring of the μ-PTADED process using HDR imaging and advanced image segmentation. • Arc-robust segmentation under challenging glare and spatter, reliably isolating melt pool and deposition regions. • Real-time deposition height tracking via calibrated pixel-to-millimetre mapping and its experimentally validation. • Rapid and accurate deposition-quality classification making the framework suitable for closed-loop monitoring.
Authors
- Dermot Kerr (ORCID: https://orcid.org/0000-0002-5077-0658)
- Akriti Nigam (ORCID: https://orcid.org/0000-0002-4633-2823)
- Raj Aryan
- Deepika Nikam
- Sagar Nikam
- Kartik Chaudhary
- Neelesh Kumar Jain
- Sonya Coleman
Institutions
- Birla Institute of Technology, Mesra (IN)
- University of Ulster (GB)
- Indian Institute of Technology Indore (IN)
Publication Details
- Journal
- Journal of Manufacturing Processes
- Published
- 2026-05-31
- DOI
- https://doi.org/10.1016/j.jmapro.2026.05.060
- Primary Topic
- Additive Manufacturing Materials and Processes
- Type
- article
- Field-Weighted Citation Impact
- 0.00