Detail publikace

Classification of materials for selective laser melting by laser-induced breakdown spectroscopy

VRÁBEL, J. POŘÍZKA, P. KLUS, J. PROCHAZKA, D. NOVOTNÝ, J. KOUTNÝ, D. PALOUŠEK, D. KAISER, J.

Originální název

Classification of materials for selective laser melting by laser-induced breakdown spectroscopy

Typ

článek v časopise ve Web of Science, Jimp

Jazyk

angličtina

Originální abstrakt

In the present work, we introduce a possibility to improve the rapid prototyping process of selective laser melting (SLM) using laser-induced breakdown spectroscopy (LIBS) which provides a material analysis. SLM uses many disparate materials for manufacturing of parts. The elemental composition of raw materials and constructed parts is obtained from a characteristic spectrum, which is a result of LIBS measurement. We compared a high-end LIBS instrumentation with a low-cost one; the latter could be easily implemented to a SLM device. The measured data were processed using multivariate data analysis algorithms. First, the principal component analysis was employed for a visualization and dimensionality reduction. Second, the reduced data set was classified using support vector machines. Moreover, we have suggested a procedure for an automatized classification of materials and parts during the SLM process without any supervision of a spectroscopy-specialist.

Klíčová slova

LIBS, SLM, Chemometrics, Classification, Multivariate-data analysis

Autoři

VRÁBEL, J.; POŘÍZKA, P.; KLUS, J.; PROCHAZKA, D.; NOVOTNÝ, J.; KOUTNÝ, D.; PALOUŠEK, D.; KAISER, J.

Vydáno

1. 12. 2019

Nakladatel

Springer International

ISSN

1336-9075

Periodikum

Chemical Papers

Ročník

1

Číslo

10

Stát

Slovenská republika

Strany od

2897

Strany do

2905

Strany počet

9

URL

https://link.springer.com/article/10.1007%2Fs11696-018-0609-1

BibTex

@article{BUT150346,
  author="Jakub {Vrábel} and Pavel {Pořízka} and Jakub {Klus} and David {Prochazka} and Jan {Novotný} and Daniel {Koutný} and David {Paloušek} and Jozef {Kaiser}",
  title="Classification of materials for selective laser melting by laser-induced breakdown spectroscopy",
  journal="Chemical Papers",
  year="2019",
  volume="1",
  number="10",
  pages="2897--2905",
  doi="10.1007/s11696-018-0609-1",
  issn="1336-9075",
  url="https://link.springer.com/article/10.1007%2Fs11696-018-0609-1"
}