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Optimal experimental design for the calibration of models of phosphorus removing activated sludge systems

机译:用于除磷活性污泥系统模型校准的最佳实验设计

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摘要

In the field of waste water treatment, the Activated Sludge Models have been introduced as a tool for upgrading, optimising and controlling the process. The identification of these models is in general characterised by two important features, i.e. the models are often highly complex and there is a lack of reliable sensors for on-line measurement The structural and practical identifiability of the parameters in these models is addressed in this paper. It focuses on optimal experimental design of experiments (OED), i.e. procedures to design a limited number of experiments that give the experimenter the maximum information content. The experimenter will select the experimental region and perform one experiment. From then onwards following experimental conditions will be chosen from the experimental region solely based on their predicted information content. The method is applied to calibrate models of phosphorus removing activated sludge systems. The D-criterion was found to give the best performance for the selection of the experimental conditions.
机译:在废水处理领域,已引入活性污泥模型作为升级,优化和控制过程的工具。这些模型的识别通常具有两个重要特征,即模型通常非常复杂,并且缺乏用于在线测量的可靠传感器。本文讨论了这些模型中参数的结构和实际可识别性。它着重于实验的最佳实验设计(OED),即设计数量有限的实验以使实验者获得最大信息量的过程。实验者将选择实验区域并执行一个实验。从那时起,将仅根据其预测信息内容从实验区域中选择以下实验条件。该方法适用于除磷活性污泥系统的标定模型。发现D准则为选择实验条件提供了最佳性能。

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