TY - JOUR
T1 - Selection of atomic emission lines on the mutual identification of austenitic stainless steels with a combination of laser-induced breakdown spectroscopy (libs) and partial-least-square regression (plsr)
AU - KASHIWAKURA, Shunsuke
AU - WAGATSUMA, Kazuaki
N1 - Funding Information:
This research is partially supported by a Grand-in-Aid from the Ministry of Education, Science, Sports and Culture of Japan (No. 17K00620). Several parts of the setups were installed under a support of I-Type Collegium of real-time monitoring of molten steels by the Iron and Steel Institute of Japan. Finally, we acknowledge Analytical Research Core for Advanced Materials, Institute for Materials Research, Tohoku University for conducting the determination of the targeted elements in SUS plates.
Publisher Copyright:
© 2020 ISIJ.
PY - 2020/6/15
Y1 - 2020/6/15
N2 - Laser-induced breakdown spectroscopy (LIBS) is a promising method for the rapid determination of compositions of stainless steels in steel scrap. LIBS is widely known as a method for very rapid elemental analysis in open-air without any pretreatment. We applied a laboratory-build LIBS system for mutual identification of 5 types of austenitic stainless steels, SUS304, SUS310, SUS316, SUS321, and SUS347. The certified reference materials of JSM M 200 were employed for establishing supervised models, conducting partial-least-square regression (PLSR) for the determination of Cr, Ni, Mo, Ti, and Nb. Since it needed more than 10 minutes of calculation time when all the wavelength range were utilized for PLS2 regression, suitable emission lines in the determination were picked up for the reduction of calculation amount and time. When we select single emission lines having higher excitation levels to avoid an affection by self-absorption, the good determination results for Cr, Ni, Mo, and Nb could be obtained with reasonable accuracy and precision by the calculation with PLS1 regression.
AB - Laser-induced breakdown spectroscopy (LIBS) is a promising method for the rapid determination of compositions of stainless steels in steel scrap. LIBS is widely known as a method for very rapid elemental analysis in open-air without any pretreatment. We applied a laboratory-build LIBS system for mutual identification of 5 types of austenitic stainless steels, SUS304, SUS310, SUS316, SUS321, and SUS347. The certified reference materials of JSM M 200 were employed for establishing supervised models, conducting partial-least-square regression (PLSR) for the determination of Cr, Ni, Mo, Ti, and Nb. Since it needed more than 10 minutes of calculation time when all the wavelength range were utilized for PLS2 regression, suitable emission lines in the determination were picked up for the reduction of calculation amount and time. When we select single emission lines having higher excitation levels to avoid an affection by self-absorption, the good determination results for Cr, Ni, Mo, and Nb could be obtained with reasonable accuracy and precision by the calculation with PLS1 regression.
KW - LIBS
KW - PLS regression
KW - Stainless steel
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U2 - 10.2355/isijinternational.ISIJINT-2019-549
DO - 10.2355/isijinternational.ISIJINT-2019-549
M3 - Article
AN - SCOPUS:85091759394
SN - 0915-1559
VL - 60
SP - 1245
EP - 1253
JO - Transactions of the Iron and Steel Institute of Japan
JF - Transactions of the Iron and Steel Institute of Japan
IS - 6
ER -