Genetic algorithms-based approach for wavelength selection in spectrophotometric determination of vitamin B<inf>12</inf> in pharmaceutical tablets by partial least-squares

This study illustrated the genetic algorithms (GA) is useful tool in wavelength selection for the spectrophotometric determination of vitamin B 12 in pharmaceutical tablets by partial least-squares calibration procedure (PLS). Because of interference in the spectra, a training set of the mixtures...

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Main Authors: L. Sratthaphut, N. Ruangwises
Other Authors: Silpakorn University
Format: Conference or Workshop Item
Published: 2018
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Online Access:https://repository.li.mahidol.ac.th/handle/123456789/14179
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spelling th-mahidol.141792018-06-11T11:49:10Z Genetic algorithms-based approach for wavelength selection in spectrophotometric determination of vitamin B<inf>12</inf> in pharmaceutical tablets by partial least-squares L. Sratthaphut N. Ruangwises Silpakorn University Mahidol University Engineering This study illustrated the genetic algorithms (GA) is useful tool in wavelength selection for the spectrophotometric determination of vitamin B 12 in pharmaceutical tablets by partial least-squares calibration procedure (PLS). Because of interference in the spectra, a training set of the mixtures of vitamin B 12 and tablet excipients was built to be used as calibration set for modeling. The absorption spectra of all solutions were recorded each 1 nm in the range 354-600 nm, using 0.1N hydrochloric acid as solvent. A validation set was employed to verify the models and a commercial sample was analysed. GA-PLS model leads to 86% improvement of predictive ability for vitamin B 12 , when comparing with full spectrum PLS model. It is concluded that only some variables in GA-PLS modeling are relevant for prediction and removing the non-relevant variables can improve the predictive capability. © 2010 Published by Elsevier Ltd. 2018-06-11T04:49:10Z 2018-06-11T04:49:10Z 2012-01-01 Conference Paper Procedia Engineering. Vol.32, (2012), 225-231 10.1016/j.proeng.2012.01.1261 18777058 2-s2.0-84880845731 https://repository.li.mahidol.ac.th/handle/123456789/14179 Mahidol University SCOPUS https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84880845731&origin=inward
institution Mahidol University
building Mahidol University Library
continent Asia
country Thailand
Thailand
content_provider Mahidol University Library
collection Mahidol University Institutional Repository
topic Engineering
spellingShingle Engineering
L. Sratthaphut
N. Ruangwises
Genetic algorithms-based approach for wavelength selection in spectrophotometric determination of vitamin B<inf>12</inf> in pharmaceutical tablets by partial least-squares
description This study illustrated the genetic algorithms (GA) is useful tool in wavelength selection for the spectrophotometric determination of vitamin B 12 in pharmaceutical tablets by partial least-squares calibration procedure (PLS). Because of interference in the spectra, a training set of the mixtures of vitamin B 12 and tablet excipients was built to be used as calibration set for modeling. The absorption spectra of all solutions were recorded each 1 nm in the range 354-600 nm, using 0.1N hydrochloric acid as solvent. A validation set was employed to verify the models and a commercial sample was analysed. GA-PLS model leads to 86% improvement of predictive ability for vitamin B 12 , when comparing with full spectrum PLS model. It is concluded that only some variables in GA-PLS modeling are relevant for prediction and removing the non-relevant variables can improve the predictive capability. © 2010 Published by Elsevier Ltd.
author2 Silpakorn University
author_facet Silpakorn University
L. Sratthaphut
N. Ruangwises
format Conference or Workshop Item
author L. Sratthaphut
N. Ruangwises
author_sort L. Sratthaphut
title Genetic algorithms-based approach for wavelength selection in spectrophotometric determination of vitamin B<inf>12</inf> in pharmaceutical tablets by partial least-squares
title_short Genetic algorithms-based approach for wavelength selection in spectrophotometric determination of vitamin B<inf>12</inf> in pharmaceutical tablets by partial least-squares
title_full Genetic algorithms-based approach for wavelength selection in spectrophotometric determination of vitamin B<inf>12</inf> in pharmaceutical tablets by partial least-squares
title_fullStr Genetic algorithms-based approach for wavelength selection in spectrophotometric determination of vitamin B<inf>12</inf> in pharmaceutical tablets by partial least-squares
title_full_unstemmed Genetic algorithms-based approach for wavelength selection in spectrophotometric determination of vitamin B<inf>12</inf> in pharmaceutical tablets by partial least-squares
title_sort genetic algorithms-based approach for wavelength selection in spectrophotometric determination of vitamin b<inf>12</inf> in pharmaceutical tablets by partial least-squares
publishDate 2018
url https://repository.li.mahidol.ac.th/handle/123456789/14179
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