Evaluation of several mathematical models for fitting the growth of sludge microbes on PEG 600

M. Halmi, M. S. Shukor, N. A. Masdor, N. A. Shamaan, M. Shukor
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引用次数: 15

Abstract

Polyethylene glycols (PEGs) are employed in numerous sectors. PEGs are nephrotoxic and their biodegradation by microbes could be a potential tool for bioremediation. Numerous bacterial growth studies neglect primary modelling even though modelling exercises can reveal important parameters. In this work we modelled the growth of the sludge microbes on PEG 600 based on available published work in the literature using several growth models such as modified logistic, modified Gompertz, modified Richards, modified Schnute, Baranyi-Roberts, Von Bertalanffy, Huang and the Buchanan  three-phase linear model. Statistical analysis results indicated that the modified Gompertz model was the best with highest adjusted R2, lowest RMSE and AICc values and Bias and Accuracy Factor values closest to unity. The results from this work can be used in the further optimization works of this process in the future.
几种拟合peg600污泥微生物生长的数学模型的评价
聚乙二醇(peg)应用于许多行业。聚乙二醇具有肾毒性,微生物对其进行生物降解可能是一种潜在的生物修复工具。许多细菌生长研究忽略了初级建模,即使建模练习可以揭示重要的参数。在这项工作中,我们基于文献中已发表的工作,使用了几种生长模型,如修正logistic、修正Gompertz、修正Richards、修正Schnute、Baranyi-Roberts、Von Bertalanffy、Huang和Buchanan三相线性模型,对PEG 600上污泥微生物的生长进行了建模。统计分析结果表明,修正后的Gompertz模型具有最高的调整R2,最低的RMSE和AICc值,最接近统一的Bias和Accuracy Factor值。研究结果可为今后工艺的进一步优化工作提供参考。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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