Concepedia

Microstructure classification of steel samples with different heat-treatment processes based on laser-induced breakdown spectroscopy (LIBS)

Minchao Cui, Guangyuan Shi, Lingxuan Deng, Haorong Guo, Shilei Xiong, Liang Tan, Changfeng Yao, Dinghua Zhang, Yoshihiro Deguchi

Journal of Analytical Atomic Spectrometry · 2024 · 61 citations · 35 references

DOI

Concepts

Abstract

This study explores the application of laser-induced breakdown spectroscopy (LIBS) to classify steel samples, which gives a novel idea of utilizing the matrix effect.

References

35

Recent advances in convolutional neural networks

Jiuxiang Gu, Zhenhua Wang, Jason Kuen et al. · Pattern Recognition · 2017 · 6.3K citations

, , +10

Laser-Induced Breakdown Spectroscopy (LIBS), Part II: Review of Instrumental and Methodological Approaches to Material Analysis and Applications to Different Fields

David W. Hahn, N. Omenetto · Applied Spectroscopy · 2012 · 1.5K citations

, , +17

Classification and quantification of microstructures in steels

G. Thewlis · Materials Science and Technology · 2004 · 206 citations

, , +17

A study of machine learning regression methods for major elemental analysis of rocks using laser-induced breakdown spectroscopy

Thomas Boucher, Marie V. Ozanne, Marco Carmosino et al. · Spectrochimica Acta Part B Atomic Spectroscopy · 2015 · 163 citations

, , +11

Applications of laser-induced breakdown spectroscopy (LIBS) combined with machine learning in geochemical and environmental resources exploration

Tingting Chen, Tianlong Zhang, Hua Li · TrAC Trends in Analytical Chemistry · 2020 · 154 citations

, , +16