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Application of principal component analysis for the optimisation of lead(II) biosorption

Current study was focused on optimising lead(II) biosorption carried out by living cells of Arthrospira platensis using Principal Component Analysis. Various experimental conditions were considered: initial metal concentration (50 and 100 mg/l), solution pH (4.0, 4.5, 5.0, 5.5) and contact time (10,...

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Autores principales: Wajda, Łukasz, Duda-Chodak, Aleksandra, Tarko, Tomasz, Kamiński, Paweł
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Netherlands 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5626794/
https://www.ncbi.nlm.nih.gov/pubmed/28975552
http://dx.doi.org/10.1007/s11274-017-2358-7
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author Wajda, Łukasz
Duda-Chodak, Aleksandra
Tarko, Tomasz
Kamiński, Paweł
author_facet Wajda, Łukasz
Duda-Chodak, Aleksandra
Tarko, Tomasz
Kamiński, Paweł
author_sort Wajda, Łukasz
collection PubMed
description Current study was focused on optimising lead(II) biosorption carried out by living cells of Arthrospira platensis using Principal Component Analysis. Various experimental conditions were considered: initial metal concentration (50 and 100 mg/l), solution pH (4.0, 4.5, 5.0, 5.5) and contact time (10, 20, 30, 40, 50 and 60 min) at constant rotary speed 200 rpm. It was found that when the biomass was separated from experimental solutions by the filtration, almost 50% of initial metal dose was removed by the filter paper. Moreover, pH was the most important parameter influencing examined processes. The Principal Component Analysis indicated that the most optimum conditions for lead(II) biosorption were metal initial concentration 100 mg/l, pH 4.5 and time 60 min. According to the analysis of the first component it might be stated that the lead(II) uptake increases in time. In overall, it was found to be useful for analysing data obtained in biosorption experiments and eliminating insignificant experimental conditions. Experimental data fitted Langmuir and Dubinin–Radushkevich models indicating that physical and chemical absorption take place at the same time. Further studies are necessary to verify how sorption–desorption cycles affect A. platensis cells.
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spelling pubmed-56267942017-10-16 Application of principal component analysis for the optimisation of lead(II) biosorption Wajda, Łukasz Duda-Chodak, Aleksandra Tarko, Tomasz Kamiński, Paweł World J Microbiol Biotechnol Original Paper Current study was focused on optimising lead(II) biosorption carried out by living cells of Arthrospira platensis using Principal Component Analysis. Various experimental conditions were considered: initial metal concentration (50 and 100 mg/l), solution pH (4.0, 4.5, 5.0, 5.5) and contact time (10, 20, 30, 40, 50 and 60 min) at constant rotary speed 200 rpm. It was found that when the biomass was separated from experimental solutions by the filtration, almost 50% of initial metal dose was removed by the filter paper. Moreover, pH was the most important parameter influencing examined processes. The Principal Component Analysis indicated that the most optimum conditions for lead(II) biosorption were metal initial concentration 100 mg/l, pH 4.5 and time 60 min. According to the analysis of the first component it might be stated that the lead(II) uptake increases in time. In overall, it was found to be useful for analysing data obtained in biosorption experiments and eliminating insignificant experimental conditions. Experimental data fitted Langmuir and Dubinin–Radushkevich models indicating that physical and chemical absorption take place at the same time. Further studies are necessary to verify how sorption–desorption cycles affect A. platensis cells. Springer Netherlands 2017-10-03 2017 /pmc/articles/PMC5626794/ /pubmed/28975552 http://dx.doi.org/10.1007/s11274-017-2358-7 Text en © The Author(s) 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Original Paper
Wajda, Łukasz
Duda-Chodak, Aleksandra
Tarko, Tomasz
Kamiński, Paweł
Application of principal component analysis for the optimisation of lead(II) biosorption
title Application of principal component analysis for the optimisation of lead(II) biosorption
title_full Application of principal component analysis for the optimisation of lead(II) biosorption
title_fullStr Application of principal component analysis for the optimisation of lead(II) biosorption
title_full_unstemmed Application of principal component analysis for the optimisation of lead(II) biosorption
title_short Application of principal component analysis for the optimisation of lead(II) biosorption
title_sort application of principal component analysis for the optimisation of lead(ii) biosorption
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5626794/
https://www.ncbi.nlm.nih.gov/pubmed/28975552
http://dx.doi.org/10.1007/s11274-017-2358-7
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