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Regression Models for Determining the Fate of BOD5 under Biological Treatment Method in Polluted Rivers

机译:生物处理法确定受污染河流中BOD5命运的回归模型

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摘要

The estimation and prediction of BOD5 is an important criterion for wastewater management and biological treatment of polluted rivers. The biological treatment method has been identified as the most optimal and technologically efficient technology to treat polluted urban rivers and streams. This practice has seen tremendous acceptability and applicability in most parts of China. However, the high cost of measurements, laboratory tests and sampling uncertainties associated with water quality variables make monitoring and prediction of desired water quality variables during biological treatment campaigns difficult. This paper has developed empirical models to predict the fate of BOD5 during a biological treatment method. The developed ten models were evaluated using ten-stratified cross validation technique. The results indicate high R2 relationships between observed and computed values. Prediction accuracy of the models were also assessed and showed errors in the range of ± 26% ~ ± 37%. These errors seem acceptable according to previous work on BOD5 measurements and forecasting. It is presumed that the unexplained nature for empirical formulae to integrate all the natural processes underpinning BOD5 processes might have been the cause. This notwithstanding, the results show plausible application for prediction and management of biological treatment projects and replicable for wastewater treatment systems.
机译:BOD5的估算和预测是污水管理和污染河流生物处理的重要标准。生物处理方法被认为是处理污染的城市河流和溪流的最佳技术手段。在中国大部分地区,这种做法已经被广泛接受和应用。然而,与水质变量相关的测量,实验室测试和采样不确定性的高昂成本使得在生物处理活动期间难以监控和预测所需水质变量。本文开发了经验模型来预测生物处理方法中BOD5的命运。使用十层交叉验证技术评估了开发的十个模型。结果表明,观测值与计算值之间存在较高的R2关系。还评估了模型的预测准确性,结果显示误差在±26%〜±37%范围内。根据先前关于BOD5测量和预测的工作,这些错误似乎可以接受。据推测,经验公式无法解释BOD5过程的基础是整合所有自然过程的无法解释的性质。尽管如此,结果显示了在生物处理项目的预测和管理中的合理应用,并且可用于废水处理系统。

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