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Energy Efficiency Analysis Carried Out by Installing District Heating on a University Campus. A Case Study in Spain

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  • Ana M. Marina Domingo

    (Department of Energy and Fluid mechanics, School of Engineering (EII), University of Valladolid (UVa), 47011 Valladolid, Spain)

  • Javier M. Rey-Hernández

    (Department of Energy and Fluid mechanics, School of Engineering (EII), University of Valladolid (UVa), 47011 Valladolid, Spain
    Higher Polytechnic College, European University Miguel de Cervantes (UEMC), 47011 Valladolid, Spain)

  • Julio F. San José Alonso

    (Department of Energy and Fluid mechanics, School of Engineering (EII), University of Valladolid (UVa), 47011 Valladolid, Spain)

  • Raquel Mata Crespo

    (Department of Statistics, School of Engineering (EII), University of Valladolid (UVa), 47011 Valladolid, Spain)

  • Francisco J. Rey Martínez

    (Department of Energy and Fluid mechanics, School of Engineering (EII), University of Valladolid (UVa), 47011 Valladolid, Spain)

Abstract

This article analyses the reduction of energy consumption following the installation of district heating (DH) in the Miguel Delibes campus at the University of Valladolid (Spain), in terms of historical consumption and climate variables data. In order to achieve this goal, consumption models are carried out for each building, enabling the comparison of actual data with those foreseen in the model. This paper shows the statistical method used to accept these models, selecting the most influential climate variables data obtained by the models from the consumption baselines in the buildings at the Miguel Delibes campus through to the linear regression equations with a confidence level of 95%. This study shows that the best variables correlated with consumption are the degree-days for 58% of buildings and the average temperature for the remaining 42%. The savings obtained to date with this third generation network have been significantly higher than the 21% average for 33% of the campus buildings. In the case of 17% of the buildings, there was a significant increase in consumption of 20%, and in the case of the remaining 50% of the buildings, no significant differences were found between consumption before and after installation of district heating.

Suggested Citation

  • Ana M. Marina Domingo & Javier M. Rey-Hernández & Julio F. San José Alonso & Raquel Mata Crespo & Francisco J. Rey Martínez, 2018. "Energy Efficiency Analysis Carried Out by Installing District Heating on a University Campus. A Case Study in Spain," Energies, MDPI, vol. 11(10), pages 1-20, October.
  • Handle: RePEc:gam:jeners:v:11:y:2018:i:10:p:2826-:d:176944
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    1. Savin, N Eugene & White, Kenneth J, 1977. "The Durbin-Watson Test for Serial Correlation with Extreme Sample Sizes or Many Regressors," Econometrica, Econometric Society, vol. 45(8), pages 1989-1996, November.
    2. Lake, Andrew & Rezaie, Behanz & Beyerlein, Steven, 2017. "Review of district heating and cooling systems for a sustainable future," Renewable and Sustainable Energy Reviews, Elsevier, vol. 67(C), pages 417-425.
    3. Fumo, Nelson & Rafe Biswas, M.A., 2015. "Regression analysis for prediction of residential energy consumption," Renewable and Sustainable Energy Reviews, Elsevier, vol. 47(C), pages 332-343.
    4. Granderson, Jessica & Price, Phillip N., 2014. "Development and application of a statistical methodology to evaluate the predictive accuracy of building energy baseline models," Energy, Elsevier, vol. 66(C), pages 981-990.
    5. Lund, Henrik & Werner, Sven & Wiltshire, Robin & Svendsen, Svend & Thorsen, Jan Eric & Hvelplund, Frede & Mathiesen, Brian Vad, 2014. "4th Generation District Heating (4GDH)," Energy, Elsevier, vol. 68(C), pages 1-11.
    6. Atalla, Tarek & Gualdi, Silvio & Lanza, Alessandro, 2018. "A global degree days database for energy-related applications," Energy, Elsevier, vol. 143(C), pages 1048-1055.
    7. Wahlroos, Mikko & Pärssinen, Matti & Manner, Jukka & Syri, Sanna, 2017. "Utilizing data center waste heat in district heating – Impacts on energy efficiency and prospects for low-temperature district heating networks," Energy, Elsevier, vol. 140(P1), pages 1228-1238.
    8. Lund, H. & Möller, B. & Mathiesen, B.V. & Dyrelund, A., 2010. "The role of district heating in future renewable energy systems," Energy, Elsevier, vol. 35(3), pages 1381-1390.
    9. Winterscheid, Carlo & Dalenbäck, Jan-Olof & Holler, Stefan, 2017. "Integration of solar thermal systems in existing district heating systems," Energy, Elsevier, vol. 137(C), pages 579-585.
    10. De Rosa, Mattia & Bianco, Vincenzo & Scarpa, Federico & Tagliafico, Luca A., 2014. "Heating and cooling building energy demand evaluation; a simplified model and a modified degree days approach," Applied Energy, Elsevier, vol. 128(C), pages 217-229.
    11. Persson, Urban & Münster, Marie, 2016. "Current and future prospects for heat recovery from waste in European district heating systems: A literature and data review," Energy, Elsevier, vol. 110(C), pages 116-128.
    12. Roth, Jonathan & Rajagopal, Ram, 2018. "Benchmarking building energy efficiency using quantile regression," Energy, Elsevier, vol. 152(C), pages 866-876.
    13. Werner, Sven, 2017. "District heating and cooling in Sweden," Energy, Elsevier, vol. 126(C), pages 419-429.
    14. Werner, Sven, 2017. "International review of district heating and cooling," Energy, Elsevier, vol. 137(C), pages 617-631.
    15. Sathaye, Jayant & Murtishaw, Scott & Price, Lynn & Lefranc, Maurice & Roy, Joyashree & Winkler, Harald & Spalding-Fecher, Randall, 2004. "Multiproject baselines for evaluation of electric power projects," Energy Policy, Elsevier, vol. 32(11), pages 1303-1317, July.
    16. Pavičević, Matija & Novosel, Tomislav & Pukšec, Tomislav & Duić, Neven, 2017. "Hourly optimization and sizing of district heating systems considering building refurbishment – Case study for the city of Zagreb," Energy, Elsevier, vol. 137(C), pages 1264-1276.
    17. Verbai, Zoltán & Lakatos, Ákos & Kalmár, Ferenc, 2014. "Prediction of energy demand for heating of residential buildings using variable degree day," Energy, Elsevier, vol. 76(C), pages 780-787.
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    1. Borge-Diez, David & Icaza, Daniel & Trujillo-Cueva, Diego Francisco & Açıkkalp, Emin, 2022. "Renewable energy driven heat pumps decarbonization potential in existing residential buildings: Roadmap and case study of Spain," Energy, Elsevier, vol. 247(C).
    2. Erica Corradi & Mosè Rossi & Alice Mugnini & Anam Nadeem & Gabriele Comodi & Alessia Arteconi & Danilo Salvi, 2021. "Energy, Environmental, and Economic Analyses of a District Heating (DH) Network from Both Thermal Plant and End-Users’ Prospective: An Italian Case Study," Energies, MDPI, vol. 14(22), pages 1-25, November.
    3. Rosaura Castrillón-Mendoza & Javier M. Rey-Hernández & Francisco J. Rey-Martínez, 2020. "Industrial Decarbonization by a New Energy-Baseline Methodology. Case Study," Sustainability, MDPI, vol. 12(5), pages 1-19, March.

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