[HTML][HTML] A critical review of recent trends in sample classification using Laser-Induced Breakdown Spectroscopy (LIBS)

L Brunnbauer, Z Gajarska, H Lohninger… - TrAC Trends in Analytical …, 2023 - Elsevier
LIBS-based classification has experienced an ever-increasing interest in the last few years.
LIBS is a well-suited technique for classification tasks based on elemental fingerprinting …

A review of artificial neural network based chemometrics applied in laser-induced breakdown spectroscopy analysis

LN Li, XF Liu, F Yang, WM Xu, JY Wang… - Spectrochimica Acta Part B …, 2021 - Elsevier
In the past decades various categories of chemometrics for laser-induced breakdown
spectroscopy (LIBS) analysis have been developed, among which an important category is …

Atomic spectrometry update–a review of advances in environmental analysis

JR Bacon, OT Butler, WRL Cairns, O Cavoura… - Journal of Analytical …, 2024 - pubs.rsc.org
Highlights in the field of air analysis included: a new focus on measuring tyre-wear particle
emissions; an interest in using unmanned aerial vehicles for sampling purposes and an …

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 …

Interpreting convolutional neural network classifiers applied to laser-induced breakdown optical emission spectra

E Képeš, J Vrábel, T Brázdil, P Holub, P Pořízka… - Talanta, 2024 - Elsevier
Laser-induced breakdown spectroscopy (LIBS) is a well-established industrial tool with
emerging relevance in high-stakes applications. To achieve its required analytical …

[HTML][HTML] Mineral classification of lithium-bearing pegmatites based on laser-induced breakdown spectroscopy: Application of semi-supervised learning to detect known …

S Müller, JA Meima - Spectrochimica Acta Part B: Atomic Spectroscopy, 2022 - Elsevier
Mineral exploration and active mining relies on extensive drilling campaigns that produce
large numbers of drill cores. LIBS is ideally suited for their fast and effective measurement …

Quantification of alloying elements in steel targets: The LIBS 2022 regression contest

E Képeš, J Vrábel, P Siozos, V Pinon, P Pavlidis… - … Acta Part B: Atomic …, 2023 - Elsevier
We present the results of the regression contest organized for the LIBS 2022 conference.
While the motivation and design of the contest are briefly presented, the work focuses on the …

Progress toward machine learning methodologies for laser-induced breakdown spectroscopy with an emphasis on soil analysis

Y Huang, SS Harilal, A Bais… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Optical emission spectroscopy of laser-produced plasmas, commonly known as laser-
induced breakdown spectroscopy (LIBS), is an emerging analytical tool for rapid soil …

Application of deep learning in laser-induced breakdown spectroscopy: a review

C Zhang, L Zhou, F Liu, J Huang, J Peng - Artificial Intelligence Review, 2023 - Springer
Due to its remarkable element detection capability, laser-induced breakdown spectroscopy
(LIBS) has been extensively utilized for element-related analysis. Although the spectral …

Simultaneous determination of lithology and major elements in rocks using laser-induced breakdown spectroscopy (LIBS) coupled with a deep convolutional neural …

S Chen, H Pei, J Pisonero, S Yang, Q Fan… - Journal of Analytical …, 2022 - pubs.rsc.org
Accurate lithological recognition and quantitative determination of multiple chemical
elements have a wide market application prospect in geological and geochemical …