Evaluation of univariate and multivariate calibration strategies for the direct determination of total carbon in soils by laser-induced breakdown spectroscopy: tutorial.

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dc.contributorUNIVERSIDADE DE SÃO PAULO
dc.contributorPAULINO RIBEIRO VILLAS BOAS, CNPDIA
dc.contributorDEBORA MARCONDES BASTOS PEREIRA, CNPDIA.
dc.creatorGUEDES, W. N.
dc.creatorBABOS, D. V.
dc.creatorCOSTA, V. C.
dc.creatorMORAIS, C. P de
dc.creatorFREITAS, V. S.
dc.creatorSTENIO, K.
dc.creatorXAVIER, A. A. P.
dc.creatorBORDUCHI, L. C. L.
dc.creatorVILLAS-BOAS, P. R.
dc.creatorMILORI, D. M. B. P.
dc.date2023-07-04T20:24:01Z
dc.date2023-07-04T20:24:01Z
dc.date2023-07-04
dc.date2023
dc.date.accessioned2026-07-07T04:29:04Z
dc.descriptionThe correct choice of the calibration strategy method is a step that can ensure the accuracy of carbon determination in soils by laser-induced breakdown spectroscopy. In this paper, we evaluate and discuss the intrinsic characteristics of univariate and multivariate calibration strategies in overcoming soil matrix effects and their influence on the magnitude of calibration and prediction error values. The matrix-matching calibration with previous correction of Al spectral interference in the C I line at 193.03 nm was the best strategy of the 13 univariate models evaluated [root-mean-square error of calibration?(RMSEP) = 0.2 wt.% C]. In the multivariate evaluation of the 22 models obtained, the artificial neural network allowed obtaining a lower value of prediction error for C (RMSEP = 0.1 wt.% C) with very good accuracy (98%) for the set samples of validation. The observation of these results was justified considering the advantages and limitations of each calibration strategy explored.
dc.format1319 - 1330
dc.identifierJournal of the Optical Society of America B, v. 40, n. 5, 2023.
dc.identifier0740-3224
dc.identifierhttp://www.alice.cnptia.embrapa.br/alice/handle/doc/1154795
dc.identifierhttps://doi.org/10.1364/JOSAB.482644
dc.identifier.urihttp://hdl.handle.net/123456789/462918
dc.languageeng
dc.rightsopenAccess
dc.subjectAccuracy of carbon
dc.subjectLaser-induced breakdown spectroscopy
dc.titleEvaluation of univariate and multivariate calibration strategies for the direct determination of total carbon in soils by laser-induced breakdown spectroscopy: tutorial.
dc.typeArtigo de periódico

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