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在活性污泥处理系统中,利用主成分分析(PCA)研究假单胞菌对马拉硫磷的降解。

Degradation of malathion by Pseudomonas during activated sludge treatment system using principal component analysis (PCA).

作者信息

Imran Hashmi, Altaf Khan M, Jong-Guk Kim

机构信息

Institute of Environmental Science and Engineering, National University of Sciences and Technology, Rawalpindi, Pakistan.

出版信息

J Environ Sci (China). 2006;18(4):797-804.

PMID:17078564
Abstract

Popular descriptive multivariate statistical method currently employed is the principal component analyses (PCA) method. PCA is used to develop linear combinations that successively maximize the total variance of a sample where there is no known group structure. This study aimed at demonstrating the performance evaluation of pilot activated sludge treatment system by inoculating a strain of Pseudomonas capable of degrading malathion which was isolated by enrichment technique. An intensive analytical program was followed for evaluating the efficiency of biosimulator by maintaining the dissolved oxygen (DO) concentration at 4.0 mg/L. Analyses by high performance liquid chromatographic technique revealed that 90% of malathion removal was achieved within 29 h of treatment whereas COD got reduced considerably during the treatment process and mean removal efficiency was found to be 78%. The mean pH values increased gradually during the treatment process ranging from 7.36-8.54. Similarly the mean ammonia-nitrogen (NH3-N) values were found to be fluctuating between 19.425-28.488 mg/L, mean nitrite-nitrogen (NO3-N) ranging between 1.301-2.940 mg/L and mean nitrate-nitrogen (NO3-N) ranging between 0.0071-0.0711 mg/L. The study revealed that inoculation of bacterial culture under laboratory conditions could be used in bioremediation of environmental pollution caused by xenobiotics. The PCA analyses showed that pH, COD, organic load and total malathion concentration were highly correlated and emerged as the variables controlling the first component, whereas dissolved oxygen, NO3-N and NH3-N governed the second component. The third component repeated the trend exhibited by the first two components.

摘要

目前常用的描述性多元统计方法是主成分分析(PCA)方法。PCA用于开发线性组合,在不存在已知组结构的情况下,依次最大化样本的总方差。本研究旨在通过接种一株通过富集技术分离出的能够降解马拉硫磷的假单胞菌,来展示中试活性污泥处理系统的性能评估。通过将溶解氧(DO)浓度维持在4.0mg/L,遵循了一个密集的分析程序来评估生物模拟器的效率。高效液相色谱技术分析表明,在处理29小时内实现了90%的马拉硫磷去除,而化学需氧量(COD)在处理过程中大幅降低,平均去除效率为78%。处理过程中平均pH值逐渐升高,范围在7.36 - 8.54之间。同样,平均氨氮(NH₃-N)值在19.425 - 28.488mg/L之间波动,平均亚硝酸盐氮(NO₂-N)在1.301 - 2.940mg/L之间,平均硝酸盐氮(NO₃-N)在0.0071 - 0.0711mg/L之间。该研究表明,在实验室条件下接种细菌培养物可用于生物修复由异生物素引起的环境污染。主成分分析表明,pH、COD、有机负荷和马拉硫磷总浓度高度相关,并作为控制第一成分的变量出现,而溶解氧、NO₃-N和NH₃-N控制第二成分。第三成分重复了前两个成分呈现的趋势。

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引用本文的文献

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The effect of malathion on the activity, performance, and microbial ecology of activated sludge.马拉硫磷对活性污泥的活性、性能及微生物生态的影响。
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