Di Labbio, Giuseppe, Hof, Lucas, Chaouki, Haitam et Lessard, Michel.
2025.
« AI-driven modelling of electrostatic powder coating: Data collection ».
In Proceedings of the CSME-CFDSC-CSR 2025 International Congress (Montreal, QC, Canada, May 25-28, 2025)
Coll. « Progress in Canadian Mechanical Engineering », vol. 8.
Prévisualisation |
PDF
477 - AI-driven modelling of electrostat.pdf - Version publiée Licence d'utilisation : Tous les droits réservés aux détenteurs du droit d'auteur. Télécharger (816kB) | Prévisualisation |
Résumé
Powder coating has become a popular surface finishing technique in many industries (e.g., home appliances, automotive parts, outdoor products) owing to its durability, corrosion resistance and low environmental impact. While powder recycling systems are often in place to capture non-deposited powder, waste can nonetheless be further reduced by optimizing the uniformity of the applied coating thickness. In this work, an experimental data collection approach is proposed to generate a high-quality database for the training of an AI-driven model of the distribution of electrostatic powder coating on flat surfaces. We propose a novel, scalable, low-cost automated coating thickness measurement system based on a microscopic incision tool, an open hardware CNC machine, a Raspberry Pi and the open source OpenCV image processing library. The system is capable of characterizing the coating thickness distribution of flat plates at a custom spatial resolution (as low as 0.1 mm) in a reasonable time with an accuracy of 2 µm. The proposed system can serve as a quality control and process optimization tool in an industrial workflow.
| Type de document: | Compte rendu de conférence |
|---|---|
| Éditeurs: | Éditeurs ORCID Hof, Lucas A. NON SPÉCIFIÉ Di Labbio, Giuseppe NON SPÉCIFIÉ Tahan, Antoine NON SPÉCIFIÉ Sanjosé, Marlène NON SPÉCIFIÉ Lalonde, Sébastien NON SPÉCIFIÉ Demarquette, Nicole R. NON SPÉCIFIÉ Hof, Lucas NON SPÉCIFIÉ |
| Professeur: | Professeur Di Labbio, Giuseppe Hof, Lucas |
| Affiliation: | Génie mécanique, Génie mécanique |
| Date de dépôt: | 18 déc. 2025 15:15 |
| Dernière modification: | 18 déc. 2025 15:15 |
| URI: | https://espace2.etsmtl.ca/id/eprint/32440 |
Actions (Authentification requise)
 |
Dernière vérification avant le dépôt |