Quantitative analysis of toxic elements in polypropylene (PP) via laser-induced breakdown spectroscopy (LIBS) coupled with random forest regression based on variable importance (VI-RFR)

2019 ◽  
Vol 11 (37) ◽  
pp. 4769-4774 ◽  
Author(s):  
Ke Liu ◽  
Di Tian ◽  
Heyi Xu ◽  
Hongxia Wang ◽  
Guang Yang
Keyword(s):  
Quantitative Analysis ◽  
Random Forest ◽  
Environmental Protection ◽  
Human Health ◽  
Toxic Elements ◽  
Laser Induced Breakdown Spectroscopy ◽  
Random Forest Regression ◽  
Breakdown Spectroscopy ◽  
Laser Induced Breakdown ◽  
Plastic Products

With the extensive use of plastic products, determining the amount of toxic elements in plastic products has become a pressing issue for human health and environmental protection.

A novel approach for the quantitative analysis of multiple elements in steel based on laser-induced breakdown spectroscopy (LIBS) and random forest regression (RFR)

2014 ◽  
Vol 29 (12) ◽  
pp. 2323-2329 ◽  
Author(s):  
Tianlong Zhang ◽  
Long Liang ◽  
Kang Wang ◽  
Hongsheng Tang ◽  
Xiaofeng Yang ◽  
...  
Keyword(s):  
Quantitative Analysis ◽  
Random Forest ◽  
Laser Induced Breakdown Spectroscopy ◽  
Random Forest Regression ◽  
Breakdown Spectroscopy ◽  
Novel Approach ◽  
Laser Induced Breakdown

LIBS combined with random forest regression (RFR) was proposed for the quantitative analysis of multiple elements in fourteen steel samples.

A hybrid random forest method fusing wavelet transform and variable importance for the quantitative analysis of K in potassic salt ore using laser-induced breakdown spectroscopy

2020 ◽  
Vol 35 (6) ◽  
pp. 1131-1138 ◽  
Author(s):  
Yu Ding ◽  
Wan Zhang ◽  
Xingqiang Zhao ◽  
Liwen Zhang ◽  
Fei Yan
Keyword(s):  
Wavelet Transform ◽  
Quantitative Analysis ◽  
Random Forest ◽  
Variable Importance ◽  
Laser Induced Breakdown Spectroscopy ◽  
Breakdown Spectroscopy ◽  
Random Forest Method ◽  
Laser Induced Breakdown

The aims of this study were to explore the feasibility of using LIBS technology combined with a hybrid RF algorithm for quantitative analysis of K in potash ore.

The basicity analysis of sintered ore using laser-induced breakdown spectroscopy (LIBS) combined with random forest regression (RFR)

2017 ◽  
Vol 9 (36) ◽  
pp. 5365-5370 ◽  
Author(s):  
Guang Yang ◽  
Xu Han ◽  
Chenghao Wang ◽  
Yu Ding ◽  
Ke Liu ◽  
...  
Keyword(s):  
Blast Furnace ◽  
Melting Point ◽  
Random Forest ◽  
Laser Induced Breakdown Spectroscopy ◽  
Blast Furnace Smelting ◽  
Random Forest Regression ◽  
Breakdown Spectroscopy ◽  
Laser Induced Breakdown ◽  
Furnace Smelting

The basicity of sintered ore, which is related to the melting point of the sinter, is vital to ore mining and blast-furnace smelting.

Quantitative analysis of nonmetal elements in steel using laser-induced breakdown spectroscopy combined with random forest

2015 ◽  
Vol 7 (6) ◽  
pp. 2425-2432 ◽  
Author(s):  
Shan Wu ◽  
Tianlong Zhang ◽  
Hongsheng Tang ◽  
Kang Wang ◽  
Xiaofeng Yang ◽  
...  
Keyword(s):  
Quantitative Analysis ◽  
Random Forest ◽  
Laser Induced Breakdown Spectroscopy ◽  
Breakdown Spectroscopy ◽  
Laser Induced Breakdown ◽  
Nonmetal Elements

Laser-induced breakdown spectroscopy (LIBS) combined with PLSR and RF was employed for the detection of nonmetal elements in steels.

A NOVEL STRATEGY FOR DIRECT ELEMENTAL DETERMINATION USING LASER-INDUCED BREAKDOWN SPECTROSCOPY: FLUENCE CALIBRATION

2021 ◽  
Author(s):  
Raquel C Machado ◽  
Diego Victor Babos ◽  
Daniel Fernandes Andrade ◽  
Edenir Rodrigues Pereira-Filho
Keyword(s):  
Quantitative Analysis ◽  
Matrix Effects ◽  
Calibration Method ◽  
Laser Induced Breakdown Spectroscopy ◽  
Breakdown Spectroscopy ◽  
Elemental Determination ◽  
Laser Induced Breakdown ◽  
Direct Solid Analysis ◽  
Novel Strategy ◽  
Direct Solid

Quantitative analysis requires several efforts to obtain an adequate calibration method to overcome matrix effects employing direct solid analysis by laser-induced breakdown spectroscopy (LIBS). To this end, in this study,...

Repeatability enhancing method for one-shot LIBS analysis via spectral intensity correction based on probability distribution

2021 ◽  
Author(s):  
Fu Chang ◽  
Jianhong Yang ◽  
Huili Lu ◽  
Haixia Li
Keyword(s):  
Quantitative Analysis ◽  
Probability Distribution ◽  
Spectral Intensity ◽  
Laser Induced Breakdown Spectroscopy ◽  
Breakdown Spectroscopy ◽  
Laser Induced Breakdown ◽  
Multiple Measurements

It is significant to improve the repeatability of quantitative analysis of laser-induced breakdown spectroscopy (LIBS) in one-shot measurement where the skill of averaging is not valid because multiple measurements are...

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