Real-Time Detection and Counting of Melted Spatter Particles During Deposition of Biomedical-Grade Co-Cr-Mo-4Ti Powder Using the Micro-Plasma Transferred Arc Additive Manufacturing Process

Sagar Nikam, Sonya Coleman, Dermot Kerr, Neelesh Kumar Jain, Yash Panchal, Deepika Nikam

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Spatters in the powder-based metal additive manufacturing processes influence deposition quality, part surface quality, and internal defects. We developed a novel video analysis method to monitor and count the melted spatter particles of biomedical-grade Co-Cr-Mo-4Ti powder particles in depositing layers using a micro-plasma transferred arc additive manufacturing (M-PTAAM) process. We captured the spatters using a weld-monitoring camera and building datasets of videos and monitored different combinations of M-PTAAM process parameters. We captured videos of the melted spatter particles and counted the melted spatter particles in real time using a Kalman filter. The weld-monitoring camera captured the melted spatter particles and the fumes generated by the evaporated spatter particles. The video processing algorithm was developed in this study to accurately capture melted spatter particles. In images without fumes, nearly all melted spatter particles were successfully detected. Even in images with the presence of fumes, the algorithm maintained a detection accuracy of 90%. The real-time melted spatter count particle exhibited a powder feed rate changing from 30 to 35 g/min and then to 50 g/min. The melted spatter particle count was lowest at a powder feed rate of 30 g/min and increased with the increasing powder feed rate.
Original languageEnglish
Title of host publication 2024 IEEE 6th Eurasia Conference on IoT, Communication and Engineering
PublisherMDPI
Pages1-8
Number of pages8
Volume92
Edition1
DOIs
Publication statusPublished online - 21 May 2025

Publication series

NameEngineering Proceedings
PublisherMultidisciplinary Digital Publishing Institute

Bibliographical note

Publisher Copyright:
© 2025 by the authors.

Data Access Statement

Data available on request.

Keywords

  • spatter particles
  • kalman filter
  • additive manufacturing
  • real-time monitoring
  • Kalman filter

Fingerprint

Dive into the research topics of 'Real-Time Detection and Counting of Melted Spatter Particles During Deposition of Biomedical-Grade Co-Cr-Mo-4Ti Powder Using the Micro-Plasma Transferred Arc Additive Manufacturing Process'. Together they form a unique fingerprint.

Cite this