RT info:eu-repo/semantics/article T1 A comprehensive assessment of energy efficiency of wastewater treatment plants: An efficiency analysis tree approach A1 Maziotis, Alexandros A1 Sala Garrido, Ramón A1 Mocholi Arce, Manuel A1 Molinos Senante, María K1 Aguas residuales Depuración K1 Medio ambiente Estudios de impacto K1 Eficiencia energética K1 Energy efficiency K1 Energy savings K1 Regression trees K1 Wastewater treatment plants K1 Eficiencia energética K1 Ahorro energético K1 Árboles de regresión K1 Plantas depuradoras de aguas residuales K1 3308 Ingeniería y Tecnología del Medio Ambiente K1 3305.15 Ingeniería Hidráulica AB Wastewater treatment plants (WWTPs) are energy intensive facilities. Controlling energy use in WWTPs could bring substantial benefits to people and environment. Understanding how energy efficient the wastewater treatment process is and what drives efficiency would allow treating wastewater in a more sustainable way. In this study, we employed the efficiency analysis trees approach, that combines machine learning and linear programming techniques, to estimate energy efficiency of wastewater treatment process. The findings indicated that considerable energy inefficiency among WWTPs in Chile existed. The mean energy efficiency was 0.287 suggesting that energy use should cut reduce by 71.3 % to treat the same volume of wastewater. This was equivalent to a reduction in energy use by 0.40 kWh/m3 on average. Moreover, only 4 out of 203 assessed WWTPs (1.97 %) were identified as energy efficient. It was also found that the age of treatment plant and type of secondary technology played an important role in explaining energy efficiency variations among WWTPs. PB Elsevier SN 0048-9697 YR 2023 FD 2023 LK https://uvadoc.uva.es/handle/10324/59486 UL https://uvadoc.uva.es/handle/10324/59486 LA eng NO Science of The Total Environment, 2023,vol. 885, 163539 NO Producción Científica DS UVaDOC RD 24-dic-2024