Assessing the nearly zero-energy building gap in university campuses with a feature extraction methodology applied to a case study in Spain
- Department of Computer Sciences and Engineering, Edifici CREA Universitat deLleida, Lleida, 25001, ES
- Building Energy and Environment Group, Centre Internacional de Mètodes Numèrics en Enginyeria (CIMNE), Terrassa, 08224, ES
- Department of Chemical and Materials Engineering, University of Auckland, Auckland, NZ
Published in Issue 2018-02-08
How to Cite
Medrano, M., Martí, J. M., Rincón, L., Mor, G., Cipriano, J., & Farid, M. (2018). Assessing the nearly zero-energy building gap in university campuses with a feature extraction methodology applied to a case study in Spain. International Journal of Energy and Environmental Engineering, 9(3 (September 2018). https://doi.org/10.1007/s40095-018-0264-x
HTML views: 45
PDF views: 145
Abstract
Abstract
Public universities face the challenge of retrofitting the actual campus buildings into nearly zero-energy buildings (NZEB). In this study, a novel methodology for evaluating historical energy use and renewable energy production for all the buildings of a university, including hourly, daily and monthly data assessments is presented. This analysis is useful as a baseline for comparisons with future energy retrofits and enables determining the current gap between actual energy indicators at building and campus levels and the established limits for NZEB non-residential buildings in the European Union. The methodology is applied to a case study at the University of Lleida, a typical average-size university in Spain. Results show a wide variation in energy use among campus buildings, ranging between 50 and 470 kWh/m
2
year. Constant or slightly increasing energy use and decreasing trends in renewable energy generation are observed. The daily electricity profiles have shown similar patterns among buildings and substantial potential energy savings during unoccupied periods. In the NZEB analysis, the average non-renewable primary energy use is about 4 times higher than the maximum estimated Spanish threshold range of 45–55 kWh/m
2
year. Deep energy renovation strategies are, thus, needed for universities to meet EU NZEB targets.
Keywords
- Energy consumption,
- University building,
- Building performance lines,
- PV generation,
- Nearly zero-energy buildings,
- NZEB EU requirements
References
- Annunziata et al. (2013) Towards nearly zero-energy buildings: the state-of-art of national regulations in Europe (pp. 125-133) https://doi.org/10.1016/j.energy.2012.11.049
- EU Parliament. All new buildings to be zero energy from 2019, (n.d.).
- http://eur-lex.europa.eu/legal-content/EN/
- . Accessed 17 Feb 2017
- Pagliano, L., Hermelink, A., Schimschar, S., Boermans, T., Zangheri, P., Armani, R., Voss,K., Musall, E.: Towards nearly zero- energy buildings. Definition of common principles under the EPBD (2013).
- https://doi.org/10.13140/rg.2.1.1170.4482
- Crawley et al. (2009) Getting to net zero 51(9) (pp. 18-25)
- zero net energy residential vision framework, Calif. Zero Net Energy—ZNE Homes. (n.d.).
- http://www.californiaznehomes.com/framework
- . Accessed 17 Feb 2017
- Deng et al. (2014) How to evaluate performance of net zero energy building–A literature research (pp. 1-16) https://doi.org/10.1016/j.energy.2014.05.007
- Lützkendorf et al. (2015) Net-zero buildings: incorporating embodied impacts (pp. 62-81) https://doi.org/10.1080/09613218.2014.935575
- Report from the Comissino to the European Parliament and the Council. Progress by Member States towards Nearly Zero-Energy Buildings, n.d.
- http://eur-lex.europa.eu/legal-content/EN/TXT/HTML/?uri=CELEX:52013DC0483R(01)&from=EN
- . Accessed 17 Feb 2017
- Nearly zero energy buildings definitions across Europe, n.d.
- http://bpie.eu/uploads/lib/document/attachment/128/BPIE_factsheet_nZEB_definitions_across_Europe.pdf
- . Accessed 17 Feb 2017
- Dirección General de Arquitectura, Vivienda y Suelo, Documento de bases para la actualización del Documento Básico DB-HE (2016)
- D’Agostino et al. (2017) Towards nearly zero energy buildings in Europe: a focus on retrofit in non-residential buildings https://doi.org/10.3390/en10010117
- Gaitani, N., Fabregas, L.C., Santamouris, M.: Nearly Zero Energy Mediterranean Schools as a Mitigation Potential to Climate Change. In: Karacostas,T., Bais, A., Nastos, P.T. (eds.), Perspect. Atmospheric Sci., pp. 695–700. Springer, Cham (2017).
- https://doi.org/10.1007/978-3-319-35095-0_99
- Niemelä et al. (2016) Cost-optimal energy performance renovation measures of educational buildings in cold climate (pp. 1005-1020) https://doi.org/10.1016/j.apenergy.2016.09.044
- Delmastro et al. (2016) The evaluation of buildings energy consumption and the optimization of district heating networks: a GIS-based model (pp. 343-351) https://doi.org/10.1007/s40095-015-0161-5
- Flodberg et al. (2012) Low-energy office buildings using existing technology: simulations with low internal heat gains https://doi.org/10.1186/2251-6832-3-19
- Green guide for Univerisities. Iaure Pathwasy towards sustainability, The International Alliance of Research Universities (IARU), n.d.
- http://sustainability.berkeley.edu/sites/default/files/iaru_final_web.pdf
- . Accessed 17 Feb 2017
- Chung and Rhee (2014) Potential opportunities for energy conservation in existing buildings on university campus: a field survey in Korea (pp. 176-182) https://doi.org/10.1016/j.enbuild.2014.04.018
- Kayo and Suzuki (2016) On-site energy management by integrating campus buildings and optimizing local energy systems-case study of the campus in Finland (pp. 347-359) https://doi.org/10.13044/j.sdewes.2016.04.0027
- Mata et al. (2009) Optimization of the management of building stocks: an example of the application of managing heating systems in university buildings in Spain (pp. 1334-1346) https://doi.org/10.1016/j.enbuild.2009.07.031
- Masoso and Grobler (2010) The dark side of occupants’ behaviour on building energy use (pp. 173-177) https://doi.org/10.1016/j.enbuild.2009.08.009
- Sait (2013) Auditing and analysis of energy consumption of an educational building in hot and humid area (pp. 143-152) https://doi.org/10.1016/j.enconman.2012.10.005
- Gul and Patidar (2015) Understanding the energy consumption and occupancy of a multi-purpose academic building (pp. 155-165) https://doi.org/10.1016/j.enbuild.2014.11.027
- The Chartered Institution of Building Services Engineers, Degree-days: theory and application, 2006.
- http://www.degreedaysforfree.co.uk/pdf/TM41.pdf
- . Accessed 9 Oct 2017
- Perez, K.X., Cetin, K., Baldea, M., Edgar, T.F.: Development and analysis of residential change-point models from smart meter data. Energy Build (2017).
- http://www.sciencedirect.com/science/article/pii/S0378778816320795
- . Accessed 22 Mar 2017
- Regression analysis—correlate energy consumption with degree days (n.d.).
- http://www.degreedays.net/regression-analysis
- . Accessed 13 Mar 2017
- R: the R project for statistical computing (n.d.).
- https://www.r-project.org/
- . Accessed 28 Sept 2017
- Ruch, D., Claridge,D.: NAC for linear and change-point energy models. In: Proc. 1992 ACEEE Summer Study Energy Effic. Build. (1992): pp. 3–263
- Muggeo (2008) Segmented: an R package to fit regression models with broken-line relationships (pp. 20-25)
- Hitchin and Knight (2016) Daily energy consumption signatures and control charts for air-conditioned buildings (pp. 101-109) https://doi.org/10.1016/j.enbuild.2015.11.059
- Paulus et al. (2015) Algorithm for automating the selection of a temperature dependent change point model (pp. 95-104) https://doi.org/10.1016/j.enbuild.2014.11.033
- CEN, the European Committee for Standardization. EN-ISO 52000-1:2017: Energy performance of buildings—overarching EPB assessment—part 1: general framework and procedures (2017)
- Salmerón, J. M., Cerezuela, A., Salmerón, R., Álvarez, S., Tenorio, J. A.: Escala de calificación energética para edificios existentes. Cuadernos de Eficiencia Energética: Publicaciones IDAE, n.d.
- https://scholar.google.es/scholar?hl=ca&q=Escala+de+calificaci%C3%B3n+energ%C3%A9tica+para+edificios+existentes.+Cuadernos+de+Eficiencia+Energ%C3%A9tica%3A+Publicaciones+IDAE&btnG
- . Accessed 15 June 2017
- Official Journal of the European Union L 208/6. 2/08/2016, Guidelines for the promotion of nearly zero-energy buildings and best practices to ensure that, by 2020, all new buildings are zero-energy buildings (2016)
- Factores de emisión de CO2 y coeficientes de paso a energía primaria de diferentes fuentes de energía final consumidas en el sector edificios en España—2014_03_03_Factores_de_emision_CO2_y_Factores_de_paso_Efinal_Eprimaria_V.pdf (n.d.).
- http://www.minetad.gob.es/energia/desarrollo/EficienciaEnergetica/RITE/propuestas/Documents/2014_03_03_Factores_de_emision_CO2_y_Factores_de_paso_Efinal_Eprimaria_V.pdf
- . Accessed 14 Mar 2017
10.1007/s40095-018-0264-x