Energy efficiency;
Energy savings;
Regression trees;
Linear programming;
Bootstrap regression;
Wastewater treatment plants;
PERFORMANCE;
SUSTAINABILITY;
CONSUMPTION;
MODELS;
D O I:
10.1016/j.scitotenv.2023.163539
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
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.
机构:
Univ Santiago de Compostela, Inst Technol, Dept Chem Engn, Santiago De Compostela 15782, Spain
Grp Hera SpA, I-40127 Bologna, ItalyUniv Santiago de Compostela, Inst Technol, Dept Chem Engn, Santiago De Compostela 15782, Spain
Longo, S.
Mauricio-Iglesias, M.
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机构:
Univ Santiago de Compostela, Inst Technol, Dept Chem Engn, Santiago De Compostela 15782, SpainUniv Santiago de Compostela, Inst Technol, Dept Chem Engn, Santiago De Compostela 15782, Spain
Mauricio-Iglesias, M.
Soares, A.
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机构:
Cranfield Univ, Cranfield Water Sci Inst, Cranfield MK43 0AL, Beds, EnglandUniv Santiago de Compostela, Inst Technol, Dept Chem Engn, Santiago De Compostela 15782, Spain
Soares, A.
Campo, P.
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机构:
Cranfield Univ, Cranfield Water Sci Inst, Cranfield MK43 0AL, Beds, EnglandUniv Santiago de Compostela, Inst Technol, Dept Chem Engn, Santiago De Compostela 15782, Spain
Campo, P.
Fatone, F.
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机构:
Polytech Univ Marche, Fac Engn, Dept Mat Environm & City Planning Sci & Engn, Ancona, ItalyUniv Santiago de Compostela, Inst Technol, Dept Chem Engn, Santiago De Compostela 15782, Spain
Fatone, F.
Eusebi, A. L.
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机构:
Polytech Univ Marche, Fac Engn, Dept Mat Environm & City Planning Sci & Engn, Ancona, ItalyUniv Santiago de Compostela, Inst Technol, Dept Chem Engn, Santiago De Compostela 15782, Spain
Eusebi, A. L.
Akkersdijk, E.
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机构:
Aggerverband, FB Abwasserbehandlung Sonnenstr 40, D-51645 Gummersbach, GermanyUniv Santiago de Compostela, Inst Technol, Dept Chem Engn, Santiago De Compostela 15782, Spain
Akkersdijk, E.
Stefani, L.
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机构:
ETRA, Via Telarolo 9, I-35013 Cittadella, ItalyUniv Santiago de Compostela, Inst Technol, Dept Chem Engn, Santiago De Compostela 15782, Spain
Stefani, L.
Hospido, A.
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机构:
Univ Santiago de Compostela, Inst Technol, Dept Chem Engn, Santiago De Compostela 15782, SpainUniv Santiago de Compostela, Inst Technol, Dept Chem Engn, Santiago De Compostela 15782, Spain
机构:
Univ Santiago de Compostela, Dept Chem Engn, CRETUS, Santiago De Compostela, Spain
HERA SpA, Cent Innovat Dept, Via Cesare Diana 40,44, Ferrara, ItalyUniv Santiago de Compostela, Dept Chem Engn, CRETUS, Santiago De Compostela, Spain
Longo, Stefano
Hospido, Almudena
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h-index: 0
机构:
Univ Santiago de Compostela, Dept Chem Engn, CRETUS, Santiago De Compostela, SpainUniv Santiago de Compostela, Dept Chem Engn, CRETUS, Santiago De Compostela, Spain
Hospido, Almudena
Mauricio-Iglesias, Miguel
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h-index: 0
机构:
Univ Santiago de Compostela, Dept Chem Engn, CRETUS, Santiago De Compostela, SpainUniv Santiago de Compostela, Dept Chem Engn, CRETUS, Santiago De Compostela, Spain