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主成分分析在优化铅(II)生物吸附中的应用。

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

作者信息

Wajda Łukasz, Duda-Chodak Aleksandra, Tarko Tomasz, Kamiński Paweł

机构信息

Malopolska Centre of Biotechnology, Jagiellonian University, Gronostajowa 7A Str, 30-387, Krakow, Poland.

Department of Fermentation Technology and Technical Microbiology, Faculty of Food Technology, University of Agriculture in Krakow, ul. Balicka 122, 30-149, Krakow, Poland.

出版信息

World J Microbiol Biotechnol. 2017 Oct 3;33(10):193. doi: 10.1007/s11274-017-2358-7.

Abstract

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.

摘要

当前的研究聚焦于利用主成分分析优化钝顶螺旋藻活细胞对铅(II)的生物吸附。考虑了各种实验条件:初始金属浓度(50和100毫克/升)、溶液pH值(4.0、4.5、5.0、5.5)以及在200转/分钟的恒定转速下的接触时间(10、20、30、40、50和60分钟)。研究发现,当通过过滤将生物质与实验溶液分离时,滤纸去除了近50%的初始金属剂量。此外,pH值是影响所研究过程的最重要参数。主成分分析表明,铅(II)生物吸附的最适宜条件为金属初始浓度100毫克/升、pH值4.5和时间60分钟。根据第一成分的分析,可以说铅(II)的摄取量随时间增加。总体而言,发现它有助于分析生物吸附实验中获得的数据并消除无关紧要的实验条件。实验数据符合朗缪尔和杜比宁-拉杜舍维奇模型,表明物理和化学吸附同时发生。有必要进一步研究以验证吸附-解吸循环如何影响钝顶螺旋藻细胞。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3bc2/5626794/6ea91865937d/11274_2017_2358_Fig1_HTML.jpg

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