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3 October 2019 Plasma control by pattern recognition in laser induced breakdown spectroscopy
M. F. S. Ferreira, D. Guimarães, P. A. S. Jorge, R. C. Martins
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Proceedings Volume 11207, Fourth International Conference on Applications of Optics and Photonics; 112072T (2019) https://doi.org/10.1117/12.2530921
Event: IV International Conference on Applications of Optics and Photonics (AOP 2019), 2019, Lisbon, Portugal
Abstract
A low-computational intensive laser control approach is proposed for implementing an embedded control system, using pattern recognition by relevant principal component analysis for laser induced breakdown spectroscopy applications. The laser energy is directly related to the resulting spectral pattern and is determined by iterations in the feature space. Results show that single shot iterations until optimum energy can be significantly reduced by pattern recognition. A performance benchmark with minerals, alloys and pellets from material collected from a drill demonstrated an average of 50% improvement, significantly reducing sample deterioration and improving measurement safety.
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M. F. S. Ferreira, D. Guimarães, P. A. S. Jorge, and R. C. Martins "Plasma control by pattern recognition in laser induced breakdown spectroscopy", Proc. SPIE 11207, Fourth International Conference on Applications of Optics and Photonics, 112072T (3 October 2019); https://doi.org/10.1117/12.2530921
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KEYWORDS
Laser induced breakdown spectroscopy
Pattern recognition
Lithium
Principal component analysis
Laser energy
Plasma
Minerals
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