Feature selection of laser-induced breakdown spectroscopy data for steel aging estimation

2018 ◽  
Vol 150 ◽  
pp. 49-58 ◽  
Author(s):  
Shengzi Lu ◽  
Shen Shen ◽  
Jianwei Huang ◽  
Meirong Dong ◽  
Jidong Lu ◽  
...  
Keyword(s):  
Feature Selection ◽  
Laser Induced Breakdown Spectroscopy ◽  
Spectroscopy Data ◽  
Breakdown Spectroscopy ◽  
Laser Induced Breakdown ◽  
Selection Of

Validated ensemble variable selection of laser-induced breakdown spectroscopy data for coal property analysis

2021 ◽  
Author(s):  
Weiran Song ◽  
Zongyu Hou ◽  
Muhammad Sher Afgan ◽  
Weilun Gu ◽  
Hui Wang ◽  
...  
Keyword(s):  
Variable Selection ◽  
Cost Analysis ◽  
Low Cost ◽  
Laser Induced Breakdown Spectroscopy ◽  
Spectroscopy Data ◽  
Breakdown Spectroscopy ◽  
Laser Induced Breakdown ◽  
Coal Properties ◽  
Coal Property ◽  
Selection Of

Variable selection based on ensemble learning and validation for rapid and low-cost analysis of coal properties using laser-induced breakdown spectroscopy.

Impact of Laser-Induced Breakdown Spectroscopy data normalization on multivariate classification accuracy

2017 ◽  
Vol 32 (2) ◽  
pp. 277-288 ◽  
Author(s):  
P. Pořízka ◽  
J. Klus ◽  
A. Hrdlička ◽  
J. Vrábel ◽  
P. Škarková ◽  
...  
Keyword(s):  
Classification Accuracy ◽  
Laser Induced Breakdown Spectroscopy ◽  
Data Normalization ◽  
Spectroscopy Data ◽  
Multivariate Classification ◽  
Sample Matrix ◽  
Breakdown Spectroscopy ◽  
Laser Induced Breakdown

Normalization of data is significant and should be chosen according to the sample matrix under investigation.

scholarly journals Heavy metal detection in mulberry leaves: Laser-induced breakdown spectroscopy data

Data in Brief ◽  
2020 ◽  
Vol 33 ◽  
pp. 106483
Author(s):  
Liang Yang ◽  
Liuwei Meng ◽  
Huaqi Gao ◽  
Jingyu Wang ◽  
Can Zhao ◽  
...  
Keyword(s):  
Heavy Metal ◽  
Laser Induced Breakdown Spectroscopy ◽  
Spectroscopy Data ◽  
Heavy Metal Detection ◽  
Mulberry Leaves ◽  
Breakdown Spectroscopy ◽  
Metal Detection ◽  
Laser Induced Breakdown

A novel method to extract important features from laser induced breakdown spectroscopy data: application to determine heavy metals in mulberries

2019 ◽  
Vol 34 (3) ◽  
pp. 460-468 ◽  
Author(s):  
Lingxia Huang ◽  
Liuwei Meng ◽  
Liang Yang ◽  
Jingyu Wang ◽  
Shaojia Li ◽  
...  
Keyword(s):  
Heavy Metals ◽  
Laser Induced Breakdown Spectroscopy ◽  
Spectroscopy Data ◽  
Breakdown Spectroscopy ◽  
Data Application ◽  
Laser Induced Breakdown ◽  
Novel Method

Laser-induced breakdown spectroscopy (LIBS) data generally contain abundant “fingerprint” variables.

Sign in / Sign up

Export Citation Format

Share Document