Publication result detail

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

POŘÍZKA, P.; KLUS, J.; HRDLIČKA, A.; VRÁBEL, J.; ŠKARKOVÁ, P.; PROCHAZKA, D.; NOVOTNÝ, J.; NOVOTNÝ, K.; KAISER, J.

Original Title

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

English Title

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

Type

WoS Article

Original Abstract

In this manuscript we investigate the utilization of Laser-Induced Breakdown Spectroscopy (LIBS) coupled with Multivariate Data Analysis (MVDA). However, many articles regarding the use of MVDA on data from LIBS do not provide any information about the data pretreatment. This work describes the impact of LIBS data normalization approaches on MVDA classification accuracy.

English abstract

In this manuscript we investigate the utilization of Laser-Induced Breakdown Spectroscopy (LIBS) coupled with Multivariate Data Analysis (MVDA). However, many articles regarding the use of MVDA on data from LIBS do not provide any information about the data pretreatment. This work describes the impact of LIBS data normalization approaches on MVDA classification accuracy.

Keywords

Laser-Induced Breakdown Spectroscopy, Multivariate Data Analysis, classification

Key words in English

Laser-Induced Breakdown Spectroscopy, Multivariate Data Analysis, classification

Authors

POŘÍZKA, P.; KLUS, J.; HRDLIČKA, A.; VRÁBEL, J.; ŠKARKOVÁ, P.; PROCHAZKA, D.; NOVOTNÝ, J.; NOVOTNÝ, K.; KAISER, J.

RIV year

2018

Released

01.02.2017

ISBN

1364-5544

Periodical

JOURNAL OF ANALYTICAL ATOMIC SPECTROMETRY

Volume

32

Number

2

State

United Kingdom of Great Britain and Northern Ireland

Pages from

277

Pages to

288

Pages count

12

BibTex

@article{BUT129081,
  author="Pavel {Pořízka} and Jakub {Klus} and Aleš {Hrdlička} and Jakub {Vrábel} and Pavlína {Modlitbová} and David {Prochazka} and Jan {Novotný} and Karel {Novotný} and Jozef {Kaiser}",
  title="Impact of Laser-Induced Breakdown Spectroscopy data normalization on multivariate classification accuracy",
  journal="JOURNAL OF ANALYTICAL ATOMIC SPECTROMETRY",
  year="2017",
  volume="32",
  number="2",
  pages="277--288",
  doi="10.1039/c6ja00322b",
  issn="0267-9477"
}

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