Analyzing the Impact of Outside Temperature on Energy Consumption and Production Patterns in High-Performance Research Buildings in Arizona
Publication: Journal of Architectural Engineering
Volume 23, Issue 3
Abstract
The intimate relationship between energy consumption and climate change demands attention. More energy will be needed to run cooling systems if the annual global temperature continues to rise. The urban heat island would also increase the demand for cooling. As global energy demand continues to grow, the utility sector would face a continuous increase in energy demand. Studies in several countries have shown mostly nonlinear relationships between outside ambient temperature and electricity consumption, whereas other studies have suggested the absence of such relationships among high-performance buildings. However, these studies were based on aggregate data from entire cities and/or countries (indirect relationships) and were not based on real-time data (direct relationships). This study uses continuous real-time data from four high-performance research buildings and presents the results from a set of correlations and regression analyses between several variables, i.e., outside temperature, heat index, electricity consumption, and the production of solar energy. The authors found no relationship between electricity use and outdoor temperature, and between electricity use and heat index. Conversely, the efficiency of the production of solar energy was affected negatively by higher outdoor temperatures.
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Acknowledgments
This work was conducted during a scholarship supported by the International Cooperation Program CAPES/LASPAU at ASU financed by the CAPES–Brazilian Federal Agency for Support and Evaluation of Graduate Education within the Ministry of Education of Brazil. Their contribution is gratefully acknowledged.
References
Akbari, H., Davis, S., Dorsano, S., Huang, J., and Winnett, S. (1992). Cooling our communities: A guidebook on tree planting and light-colored surfacing, EPA, Washington, DC.
Alonso Garcia, M. C., and Balenzategui, J. L. (2004). “Estimation of photovoltaic module yearly temperature and performance based on nominal operation cell temperature calculations.” Renewable Energy, 29(12), 1997–2010.
ASHRAE (American Society of Heating, Refrigerating and Air-Conditioning Engineers). (2004). “Energy standard for buildings except low-rise residential buildings.” ASHRAE Standard 90.1, Atlanta.
Asimakopoulos, D. A., et al. (2012). “Modelling the energy demand projection of the building sector in Greece in the 21st century.” Energy Build., 49, 488–498.
Ayyash, S., Salman, M., and Al-Hafi, N. (1985). “Modelling the impact of temperature on summer electricity consumption in Kuwait.” Energy, 10(8), 941–949.
Berger, T., et al. (2014). “Impacts of climate change upon cooling and heating energy demand of office buildings in Vienna.” Energy Build., 80, 517–530.
Bessec, M., and Fouquau, J. (2008). “The non-linear link between electricity consumption and temperature in Europe: A threshold panel approach.” Energy Econ., 30(5), 2705–2721.
Bigano, A., Borsello, F., and Marano, G. (2006). Energy demand and temperature: A dynamic panel analysis, Fondazione Eni Enrico Mattei, Milan, Italy.
Carlo, J., and Lamberts, R. (2008). “Development of envelope efficiency labels for commercial buildings: Effect of different variables on electricity consumption.” Energy Build., 40(11), 2002–2008.
Chiou, Y. S., and Huang, P. C. (2015). “An HDRi-based data acquisition system for the exterior luminous environment in the daylight simulation model.” Sol. Energy, 111, 104–117.
Coskun, C., Ertük, M., Oktay, Z., and Hepbasli, A. (2014). “A new approach to determine the outdoor temperature distributions for building energy calculations.” Energy Convers. Manage., 78, 165–172.
Dodoo, A., Gustavsson, L., and Bonakdar, F. (2014). “Effects of future climate change scenarios on overheating risk and primary energy use for Swedish residential buildings.” Energy Procedia, 61, 1179–1182.
Dubey, S., Sarvaiya, J. N., and Seshadri, B. (2013). “Temperature dependent photovoltaic (PV) efficiency and its effect on PV production in the world–A review.” Energy Procedia, 33, 311–321.
Fan, J. L., Tang, B. J., Yu, H., Hou, Y. B., and Wei, Y. M. (2015). “Impact of climatic factors on monthly electricity consumption of China’s sectors.” Nat. Hazards, 75(2), 2027–2037.
Fang, Z., Li, N., Li, B., Luo, G., and Huang, Y. (2014). “The effect of building envelope insulation on cooling energy consumption in summer.” Energy Build., 77, 197–205.
Frank, T. (2005). “Climate change impacts on building heating and cooling energy demand in Switzerland.” Energy Build., 37(11), 1175–1185.
Goyal, S., Ingley, H. A., and Barooah, P. (2013). “Occupancy-based zone-climate control for energy-efficient buildings: Complexity vs. performance.” Appl. Energy, 106, 209–221.
Hart, M., and de Dear, R. (2004). “Weather sensitivity in household appliance energy end-use.” Energy Build., 36(2), 161–174.
He, J., Hoyano, A., and Asawa, T. (2009). “A numerical simulation tool for predicting the impact of outdoor thermal environment on building energy performance.” Appl. Energy, 86, 1596–1605.
Henley, A., and Peirson, J. (1997). “Non-linearities in electricity demands and temperature: Parametric versus non-parametric methods.” Oxford bulletin of economics and statistics, Wiley, Oxford, U.K.
Kalvelage, K., Passe, U., Rabideau, S., and Takle, E. S. (2014). “Changing climate: The effects on energy demand and human comfort.” Energy Build., 76, 373–380.
Kibert, C. J. (2013). Sustainable construction: Green building design and delivery, 3rd Ed., John Wiley & Sons, Hoboken, NJ.
Koehl, M., Heck, M., and Wiesmeier, S. (2012). “Modelling of conditions for accelerated lifetime testing of humidity impact on PV-modules based on monitoring of climatic data.” Sol. Energy Mater. Sol. Cells, 99, 282–291.
Koehl, M., Heck, M., Wiesmeier, S., and Wirth, J. (2011). “Modeling of the nominal operating cell temperature based on outdoor weathering.” Sol. Energy Mater. Sol. Cells, 95(7), 1638–1646.
Kolokotroni, M., Ren, X., Davies, M., and Mavrogianni, A. (2012). “London’s urban heat island: Impact on current and future energy consumption in office buildings.” Energy and Build., 47, 302–311.
Lee, C. C., and Chiu, Y. B. (2011). “Electricity demand elasticities and temperature: Evidence from panel smooth transition regression with instrumental variable approach.” Energy Econ., 33(5), 896–902.
Lin, G., and Claridge, D. E. (2015). “A temperature-based approach to detect abnormal building energy consumption.” Energy Build., 93, 110–118.
Ma, Z., Li, H., Sun, Q., Wang, C., Yan, A., and Starfelt, F. (2014). “Statistical analysis of energy consumption patterns on the heat demand of buildings in district heating systems.” Energy Build., 85, 464–472.
Malik, A. Q., Ming, L. C., Sheng, T. K., and Blundell, M. (2010). “Influence of temperature on the performance of photovoltaic polycrystalline silicon module in the Bruneian climate.” ASEAN J. Sci. Technol. Dev., 26(2), 61–72.
McCarthy, J. J. (2001). Climate change 2001: Impacts, adaption, and vulnerability: contribution of Working Group II to the third assessment report of the Intergovernmental Panel on Climate Change, Cambridge University Press, Cambridge, U.K.
Mohareb, E. A., Kennedy, C. A., Danny Harvey, L. D., and Pressnail, K. D. (2011). “Decoupling of building energy use and climate.” Energy Build., 43(10), 2961–2963.
Moral-Carcedo, J., and Pérez-García, J. (2015). “Temperature effects on firms’ electricity demand: An analysis of sectorial differences in Spain.” Appl. Energy, 142, 407–425.
Moral-Carcedo, J., and Vicéns-Otero, J. (2005). “Modelling the non-linear response of Spanish electricity demand to temperature variations.” Energy Econ., 27(3), 477–494.
NWS (National Weather Service). (2015). “What is heat index?” ⟨http://www.srh.noaa.gov/ama/?n=heatindex⟩ (Jul. 30, 2015).
Olonscheck, M., Holsten, A., and Kropp, J. P. (2011). “Heating and cooling energy demand and related emissions of the German residential building stock under climate change.” Energy Policy, 39(9), 4795–4806.
Radhi, H., and Sharples, S. (2013). “Quantifying the domestic electricity consumption for air-conditioning due to urban heat islands in hot arid regions.” Appl. Energy, 112, 371–380.
Sailor, D. J. (2001). “Relating residential and commercial sector electricity loads to climate–evaluating state level sensitivities and vulnerabilities.” Energy, 26(7), 645–657.
Santamouris, M., Cartalis, C., Synnefa, A., and Kolokotsa, D. (2014). “On the impact of urban heat island and global warming on the power demand and electricity consumption of buildings–A review.” Energy Build., 98, 119–124.
Sathaye, J. A., et al. (2013). “Estimating impacts of warming temperatures on California’s electricity system.” Global Environ. Change, 23(2), 499–511.
Schwingshackl, C., et al. (2013). “Wind effect on PV module temperature: Analysis of different techniques for an accurate estimation.” Energy Procedia, 40, 77–86.
Scott, M. J., Wrench, L. E., and Hadley, D. L. (2007). “Effects of climate change on commercial building energy demand.” Energy Sources, 16(3), 317–332.
Seppänen, O., and Kurnitski, J. (2009). “Moisture control and ventilation.” WHO guidelines for indoor air quality: dampness and mould, World Health Organization, Geneva, 31–62.
Signor, R., Westphal, F. S., and Lamberts R. (2001). “Regression analysis of electric energy consumption and architectural variables of conditioned commercial buildings in 14 Brazilian cities.” Proc., Seventh Int. IBPSA Conf., Organizing Committee of Building Simulation '01, College Station, TX, 1373–1380.
Skoplaki, E., Boudouvis, A. G., and Palyvos, J. A. (2008). “A simple correlation for the operating temperature of photovoltaic modules of arbitrary mounting.” Sol. Energy Mater. Sol. Cells, 92(11), 1393–1402.
Skoplaki, E., and Palyvos, J. A. (2009a). “On the temperature dependence of photovoltaic module electrical performance: A review of efficiency/power correlations.” Sol. Energy, 83(5), 614–624.
Skoplaki, E., and Palyvos, J. A. (2009b). “Operating temperature of photovoltaic modules: A survey of pertinent correlations.” Renewable Energy, 34(1), 23–29.
SPSS (Statistical Package for the Social Science) [Computer software]. IBM, Armonk, NY.
U.S. DOE. (2011). Buildings energy data book, Washington DC.
U.S. DOE. (2013). “U.S. Energy sector vulnerabilities to climate change and extreme weather.” ⟨http://energy.gov/sites/prod/files/2013/07/f2/20130710-Energy-Sector-Vulnerabilities-Report.pdf⟩ (Jan. 17, 2015).
U.S. Green Building Council. (2015). “Benefits of green building.” ⟨http://www.usgbc.org/articles/green-building-facts⟩ (Feb. 23, 2015).
Wan, K. W., Li, D. H. W., Pan, W., and Lam, J. C. (2012). “Impact of climate change on building energy use in different climate zones and mitigation and adaptation implications.” Appl. Energy, 97, 274–282.
Wang, H., and Chen, Q. (2014). “Impact of climate change heating and cooling energy use in buildings in the United States.” Energy Build., 82, 428–436.
Wangpattarapong, K., Maneewan, S., Ketjoy, N., and Rakwichian, W. (2008). “The impacts of climatic and economic factors on residential electricity consumption of Bangkok Metropolis.” Energy Build., 40(8), 1419–1425.
Windfinder. (2015). “Wind statistics and weather conditions: Phoenix Sky Harbor. November.” ⟨http://www.windfinder.com/windstatistics/phoenix_sky_harbor⟩ (Jan. 3, 2016).
Wong, N. H., Jusuf, S. K., Syafi, N. I., and Li, W. H. (2013). “Mitigation methods of climate change impact on the cooling load of public residential buildings in Singapore.” J. Archit. Eng., 147–155.
Wurfel, P. (2005). Physics of solar cells: From principles to new concepts, Wiley-VCH, Weinheim, Germany.
Xu, P. (2009). Effects of global climate changes on building energy consumption and its implications on building energy codes and policy in California: PIER final project report, California Energy Commission, Sacramento, CA.
Yahhoobian, N., and Kleissl J. (2012). “An indoor-outdoor building energy simulator to study urban modifications effects on building energy use–Model description and validation.” Energy Build., 54, 407–417.
Yang, C. S., and Heinsohn, P. A. (2007). Sampling and analysis of indoor microorganisms, John Wiley & Sons, Hoboken, NJ.
Yu, F. W., Chan, K. T., and Sit, R. K. Y. (2012). “Climatic influence on the design and operation of chiller systems serving office buildings in a subtropical climate.” Energy Build., 55, 500–507.
Zhang, J., Xuan, Y., and Yang, L. (2014). “Performance estimation of photovoltaic-thermoelectric hybrid systems.” Energy, 78, 895–903.
Zhou, J., Yi, Q., Wang, Y., and Ye, Z. (2015). “Temperature distribution of photovoltaic module based on finite element simulation.” Sol. Energy, 111, 97–103.
Zhou, Y., et al. (2014). “Modeling the effect of climate change on U.S. state-level buildings energy demands in an integrated assessment framework.” Appl. Energy, 113, 1077–1088.
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Journal of Architectural Engineering
Volume 23 • Issue 3 • September 2017
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© 2017 American Society of Civil Engineers.
History
Received: Oct 12, 2015
Accepted: Nov 7, 2016
Published online: Feb 24, 2017
Discussion open until: Jul 24, 2017
Published in print: Sep 1, 2017
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