Selective laser cleaning of microbeads using deep learning

Selective laser cleaning of microbeads using deep learning

Abstract Laser cleaning is widely used industrially to remove surface contaminants with high precision. Conventional methods, however, lack real-time monitoring and feedback loops, often necessitating over-machining to ensure complete contaminant removal, which leads to inefficient energy use and po...

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Bibliographic Details
Main Authors: Yuchen Liu, James A. Grant-Jacob, Yunhui Xie, Fedor Chernikov, Michalis N. Zervas, Ben Mills
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
Subjects:
Femtosecond laser
Laser cleaning
Neural network
Real-time control
Online Access:https://doi.org/10.1038/s41598-025-99646-w
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