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Dynamic control of disinfection for wastewater reuse applying ORP/pH monitoring and artificial neural networks

机译:利用ORP / pH监测和人工神经网络对废水回用消毒进行动态控制

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This study applies on-line pH and oxidation-reduction potential (ORP) monitoring and artificial neural network models to dynamically control the wastewater chlorination and dechlorination dosage for reuse purposes. A series of wastewater chlorination and dechlorination experiments were conducted in a continuous laboratory-scale reactor. The ORP and pH variations in raw wastewater, and chlorination and dechlorination reactors were monitored on-line. Artificial neural networks (ANNs) were used to build control models using the monitored ORP and pH data. Another series of continuous experiments were conducted to evaluate the proposed control strategy for meeting different requirements for total coliform counts and residual chlorine concentrations for different wastewater reclamation purposes. The dynamical controlled experimental results show that chlorination and dechlorination were effectively controlled, and that appropriate disinfection efficiencies were achieved and remaining chlorine residuals in effluent were controlled. simultaneously for different treatment targets. This ANN control method is simple and has potential benefits in reducing chemical costs for wastewater chlorination and dechlorination.
机译:这项研究应用在线pH值和氧化还原电位(ORP)监测以及人工神经网络模型来动态控制废水的氯化和脱氯剂量,以供再利用。在连续实验室规模的反应器中进行了一系列废水氯化和脱氯实验。在线监测原废水以及氯化和脱氯反应器中的ORP和pH值变化。人工神经网络(ANN)用于使用监控的ORP和pH数据建立控制模型。进行了另一系列的连续实验,以评估所提出的控制策略,以满足针对不同废水回收目的大肠菌群总数和残余氯浓度的不同要求。动态控制的实验结果表明,可以有效地控制氯化和脱氯,并达到适当的消毒效率,并且可以控制废水中残留的氯。同时针对不同的治疗目标。这种人工神经网络控制方法简单,在降低废水氯化和脱氯的化学成本方面具有潜在的优势。

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