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Calibration and validation of an activated sludge model for membrane bioreactor wastewater treatment plants

机译:膜生物反应器废水处理厂活性污泥模型的校准与验证

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摘要

A mathematical model to simulate the biological processes occurring in a membrane bioreactor (MBR) is presented. The model accounts for different MBR technical features by introducing specific permeability parameters for the applied membrane system. The model considers for the heterotrophic storage process and the formation of soluble microbial products. The introduction of an inhibition coefficient influencing the anoxic kinetics enables the model to simulate the particular operating conditions of the plant, such as a high or low dissolved oxygen concentration in the denitrification tank. The model was applied at the MBR wastewater treatment plant of Vila Nova do Ceira (Portugal) which uses a classic pre-denitrification cycle. Data for calibration and validation were sampled at the same wastewater treatment plant. Calibration was achieved by varying the kinetic parameters of the model to match the simulation results to the experimental data. The values of the kinetic parameters were similar to those found in the literature. The validation was performed by two different methodologies to analyse the model response to diverse operating conditions, and to evaluate the resilience of the MBR. Calibration and validation results were evaluated with mean average error, root mean square error and fractional mean bias as performance indexes. In most cases, these indexes confirmed the high accuracy of the model. Overall, the results of the calibration and validation steps enriched the proposed model by providing an effective biological description of the processes characterizing the MBR. Thus, the model is a reliable tool for the management and designing of MBR.
机译:提出了一种模拟在膜生物反应器(MBR)中发生的生物学过程的数学模型。该模型通过引入应用膜系统的特定渗透性参数来占不同的MBR技术特征。该模型考虑了异养储存过程和可溶性微生物产品的形成。引入影响缺氧动力学的抑制系数使模型能够模拟植物的特定操作条件,例如在反硝化罐中的高或低溶解的氧浓度。该模型应用于Vila Nova的MBR废水处理厂DO CEIRA(葡萄牙),使用经典的预脱氮循环。校准和验证数据在相同的废水处理厂取样。通过改变模型的动力学参数来实现校准,以将模拟结果与实验数据相匹配。动力学参数的值与文献中的那些相似。通过两种不同的方法进行验证,以分析对不同操作条件的模型响应,并评估MBR的弹性。使用平均平均误差,根均方误差和分数平均偏置作为性能索引来评估校准和验证结果。在大多数情况下,这些索引证实了模型的高精度。总体而言,通过提供表征MBR的过程的有效生物学描述,校准和验证步骤的结果富集了所提出的模型。因此,该模型是MBR管理和设计的可靠工具。

著录项

  • 来源
    《Environmental Technology》 |2020年第16期|1923-1936|共14页
  • 作者单位

    Department of Mathematics and Applications 'Renato Caccioppoli' University of Naples Federico II Naples Italy;

    INESCC - Institute for Systems Engineering and Computers at Coimbra Department of Civil Engineering University of Coimbra Coimbra Portugal;

    Department of Mathematics and Applications 'Renato Caccioppoli' University of Naples Federico II Naples Italy;

    Department of Mathematics and Applications 'Renato Caccioppoli' University of Naples Federico II Naples Italy;

    Department of Civil Architectural and Environmental Engineering University of Naples Federico II Naples Italy;

  • 收录信息 美国《科学引文索引》(SCI);美国《生物学医学文摘》(MEDLINE);美国《化学文摘》(CA);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    MBR; mathematical modelling; calibration; validation; wastewater treatment;

    机译:MBR;数学建模;校准;验证;废水处理;
  • 入库时间 2022-08-18 21:49:24

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