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.

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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
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article

AI-vision based real-time in-situ monitoring of the metallic deposition in μ-plasma transferred arc directed energy deposition process

Dermot Kerr, Akriti Nigam, Raj Aryan, Deepika Nikam et al.
Journal of Manufacturing Processes
Additive Manufacturing Materials and Processes
article

AI-vision based real-time in-situ monitoring of the metallic deposition in μ-plasma transferred arc directed energy deposition process

Dermot Kerr, Akriti Nigam, Raj Aryan, Deepika Nikam, Sagar Nikam, Kartik Chaudhary, Neelesh Kumar Jain, Sonya Coleman
article en

Abstract

• 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.

Journal of Manufacturing ProcessesVol. 172
Birla Institute of Technology, Mesra (IN), University of Ulster (GB), Indian Institute of Technology Indore (IN)
Affordable and clean energy
Openalex Percentile: Top 10%
Additive Manufacturing Materials and Processes
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