Benchmark classification dataset for laser-induced breakdown spectroscopy
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26620%2F20%3APU135109" target="_blank" >RIV/00216305:26620/20:PU135109 - isvavai.cz</a>
Result on the web
<a href="https://www.nature.com/articles/s41597-020-0396-8" target="_blank" >https://www.nature.com/articles/s41597-020-0396-8</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1038/s41597-020-0396-8" target="_blank" >10.1038/s41597-020-0396-8</a>
Alternative languages
Result language
angličtina
Original language name
Benchmark classification dataset for laser-induced breakdown spectroscopy
Original language description
In this work, we present an extensive dataset of laser-induced breakdown spectroscopy (LIBS) spectra for the pre-training and evaluation of LIBS classification models. LIBS is a well-established spectroscopic method for in-situ and industrial applications, where LIBS is primarily applied for clustering and classification tasks. As such, our dataset is aimed at helping with the development and testing of classification and clustering methodologies. Moreover, the dataset could be used to pre-train classification models for applications where the amount of available data is limited. The dataset consists of LIBS spectra of 138 soil samples belonging to 12 distinct classes. The spectra were acquired with a state-of-the-art LIBS system. Lastly, the composition of each sample is also provided, including estimated uncertainties.
Czech name
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Czech description
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Classification
Type
J<sub>imp</sub> - Article in a specialist periodical, which is included in the Web of Science database
CEP classification
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OECD FORD branch
10406 - Analytical chemistry
Result continuities
Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach
Others
Publication year
2020
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
Scientific data
ISSN
2052-4463
e-ISSN
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Volume of the periodical
7
Issue of the periodical within the volume
1
Country of publishing house
GB - UNITED KINGDOM
Number of pages
4
Pages from-to
1-4
UT code for WoS article
000515533700001
EID of the result in the Scopus database
2-s2.0-85079336651