The use of principle component analysis in type classification of air-dry peat

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Citations (Scopus)

Abstract

The use of principle component analysis (PCA) in the variant of projection on latent values with discriminant analysis (PLS-DA) in type classification of Siberian region air-dry peat by a set of properties is presented. A statistical analysis in principle component space by PCA of different physico-chemical properties of peat such as component composition, concentration of paramagnetic centers and IR-spectra is presented and shows a developed PLS- DA classification model allows estimating peat type by a set of physico-chemical properties with minimum prediction errors.

Original languageEnglish
Title of host publicationIOP Conference Series: Earth and Environmental Science
PublisherInstitute of Physics Publishing
Volume21
Edition1
DOIs
Publication statusPublished - 2014
Event18th International Scientific Symposium in Honour of Academician M. A. Usov: Problems of Geology and Subsurface Development, PGON 2014 - Tomsk, Russian Federation
Duration: 7 Apr 201411 Apr 2014

Other

Other18th International Scientific Symposium in Honour of Academician M. A. Usov: Problems of Geology and Subsurface Development, PGON 2014
CountryRussian Federation
CityTomsk
Period7.4.1411.4.14

Fingerprint

peat
chemical property
air
discriminant analysis
statistical analysis
prediction
analysis

ASJC Scopus subject areas

  • Earth and Planetary Sciences(all)
  • Environmental Science(all)

Cite this

Chukhareva, N., Zarubin, A. G., & Bulgakova, O. (2014). The use of principle component analysis in type classification of air-dry peat. In IOP Conference Series: Earth and Environmental Science (1 ed., Vol. 21). [012045] Institute of Physics Publishing. https://doi.org/10.1088/1755-1315/21/1/012045

The use of principle component analysis in type classification of air-dry peat. / Chukhareva, N.; Zarubin, Alexey Gennadievich; Bulgakova, O.

IOP Conference Series: Earth and Environmental Science. Vol. 21 1. ed. Institute of Physics Publishing, 2014. 012045.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Chukhareva, N, Zarubin, AG & Bulgakova, O 2014, The use of principle component analysis in type classification of air-dry peat. in IOP Conference Series: Earth and Environmental Science. 1 edn, vol. 21, 012045, Institute of Physics Publishing, 18th International Scientific Symposium in Honour of Academician M. A. Usov: Problems of Geology and Subsurface Development, PGON 2014, Tomsk, Russian Federation, 7.4.14. https://doi.org/10.1088/1755-1315/21/1/012045
Chukhareva N, Zarubin AG, Bulgakova O. The use of principle component analysis in type classification of air-dry peat. In IOP Conference Series: Earth and Environmental Science. 1 ed. Vol. 21. Institute of Physics Publishing. 2014. 012045 https://doi.org/10.1088/1755-1315/21/1/012045
Chukhareva, N. ; Zarubin, Alexey Gennadievich ; Bulgakova, O. / The use of principle component analysis in type classification of air-dry peat. IOP Conference Series: Earth and Environmental Science. Vol. 21 1. ed. Institute of Physics Publishing, 2014.
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