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Comparative Study of PLSR and SVR Using MLP Feature Extraction for Quantitative Analysis of Steel Alloy Elements by Laser-Induced Breakdown Spectroscopy

With the rapid development of the steel industry, the accurate detection of alloy element contents is of great significance for the evaluation of material properties and quality control. This study aims to establish a rapid, stable, and highly accurate quantitative detection method based on handheld...

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Principais autores: Weifeng Chen, Yu Ding
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2026-02-01
Serier:Photonics
Fag:
steel
LIBS
quantitative analysis
MLP
SVR
PLSR
Online adgang:https://www.mdpi.com/2304-6732/13/2/186
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