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A Simple Approach to Predicting the Reliability of Small Wastewater Treatment Plants

School of Engineering, Newcastle University, Newcastle Upon Tyne NE1 7RU, UK
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Water 2019, 11(11), 2397; https://doi.org/10.3390/w11112397
Received: 14 October 2019 / Revised: 3 November 2019 / Accepted: 8 November 2019 / Published: 15 November 2019
(This article belongs to the Special Issue Decentralized Domestic Wastewater and Stormwater Treatment Systems)
The treatment performance of small wastewater treatment plants (WWTPs) is not well understood, and their ecological impact may be underestimated. Growing evidence suggests they play a critical role in ensuring sustainable wastewater management, meaning they can no longer be neglected. The aim of this study was to provide new data, understanding, and analytical approaches to improve the management of existing small WWTPs. A one-year sampling campaign was performed in the rural UK, and we found the effluent quality from twelve small versus three larger WWTPs was significantly poorer (p < 0.05) across a range of performance parameters. Specifically, mean removal rates at the small plants were 67.3 ± 20.4%, 80 ± 33.9%, and 55.5 ± 30.4% for soluble chemical oxygen demand (sCOD), total suspended solids (TSS), and NH4-N (± standard deviation), respectively, whereas equivalent rates for larger plants were 73.3 ± 17.6%, 91.7 ± 4.6%, and 92.9 ± 3.7%. A random forest classification model was found to accurately predict the likelihood of smaller WWTPs becoming unreliable. Importantly, when condensed to the three most ‘important’ predictors, the classifier retained accuracy, which may reduce the data requirements for effective WWTP management. Among the important predictors was population equivalence, suggesting the smallest WWTPs may require particularly stringent management. Growing awareness of the need for sustainable wastewater and water resources management makes this new approach both timely and widely relevant. View Full-Text
Keywords: decentralized; wastewater; operations; classification decentralized; wastewater; operations; classification
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Bunce, J.T.; Graham, D.W. A Simple Approach to Predicting the Reliability of Small Wastewater Treatment Plants. Water 2019, 11, 2397.

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