On the utilization of principal component analysis in laser-induced breakdown spectroscopy data analysis, a review

P Pořízka, J Klus, E Képeš, D Prochazka… - … Acta Part B: Atomic …, 2018 - Elsevier
An implementation of a fast, robust, and effective algorithm is inevitable in modern
multivariate data analysis (MVDA). The principal component analysis (PCA) algorithm is …

A low-cost LIBS detection system combined with chemometrics for rapid identification of plastic waste

R Junjuri, MK Gundawar - Waste Management, 2020 - Elsevier
We present, rapid and efficient identification of ten different types of post-consumer plastics
obtained from a local recycling unit by deploying a low cost, compact CCD spectrometer in …

[HTML][HTML] A stand-off laser-induced breakdown spectroscopy (LIBS) system applicable for Martian rocks studies

C Liu, Z Ling, J Zhang, Z Wu, H Bai, Y Liu - Remote Sensing, 2021 - mdpi.com
Laser-induced breakdown spectroscopy (LIBS) is a valuable tool for evaluating the
geochemical characteristics of Martian rocks and was applied in the Tianwen-1 Mars …

[HTML][HTML] Less is more: Avoiding the LIBS dimensionality curse through judicious feature selection for explosive detection

A Kumar Myakalwar, N Spegazzini, C Zhang… - Scientific reports, 2015 - nature.com
Despite its intrinsic advantages, translation of laser induced breakdown spectroscopy for
material identification has been often impeded by the lack of robustness of developed …

Femtosecond laser-induced breakdown spectroscopy studies for the identification of plastics

R Junjuri, MK Gundawar - Journal of Analytical Atomic Spectrometry, 2019 - pubs.rsc.org
We report the identification of five extensively used post-consumer plastics using the
femtosecond laser-induced breakdown spectroscopy (fs-LIBS) technique. All the samples …

Correlation of molecular, atomic emissions with detonation parameters in femtosecond and nanosecond LIBS plasma of high energy materials

SA Kalam, NL Murthy, P Mathi, N Kommu… - Journal of Analytical …, 2017 - pubs.rsc.org
In the present work, six novel high energy materials (HEMs) were investigated by
femtosecond and nanosecond LIBS techniques with an intention to comprehend the …

Single-shot compact spectrometer based standoff LIBS configuration for explosive detection using artificial neural networks

R Junjuri, AP Gummadi, MK Gundawar - Optik, 2020 - Elsevier
We report the development and optimization of a compact standoff laser-induced breakdown
spectroscopy (ST-LIBS) system for the investigation of explosives combined with multivariate …

Determination of copper-based mineral species by laser induced breakdown spectroscopy and chemometric methods

J Álvarez, M Velásquez, AK Myakalwar… - Journal of Analytical …, 2019 - pubs.rsc.org
The direct identification of mineral species in raw rocks was performed using laser induced
breakdown spectroscopy (LIBS). A total of 162 sulfide rocks with mineralogical relevance in …

A novel baseline correction method using convex optimization framework in laser-induced breakdown spectroscopy quantitative analysis

C Yi, Y Lv, H Xiao, K Ke, X Yu - Spectrochimica Acta Part B: Atomic …, 2017 - Elsevier
For laser-induced breakdown spectroscopy (LIBS) quantitative analysis technique, baseline
correction is an essential part for the LIBS data preprocessing. As the widely existing cases …

[HTML][HTML] 4S Peak Filling–baseline estimation by iterative mean suppression

KH Liland - MethodsX, 2015 - Elsevier
A novel baseline estimation procedure building on previously published works is
presented.• The core of the estimation is an iterative spectrum suppression consisting of a …