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Implementation of the panel data regression analysis in PCM integrated buildings located in a humid subtropical climate

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  • Kabdrakhmanova, Marzhan
  • Memon, Shazim Ali
  • Saurbayeva, Assemgul

Abstract

Various researchers have investigated the performance of PCM in buildings. However, the following issues still need more elaboration: a) How the climate related factors influence the performance of PCM integrated building in subtropical climate region? b) Can generalized equations be proposed for estimation of energy demand based on annual and seasonal data sets? c) Is PCM integration in buildings economically and environmentally feasible? Hence, the impact of climate-related factors on the energy demand of PCM integrated buildings in eight cities of Cfa climate was evaluated by using panel data regression analysis. The results showed that PCM 24 and PCM 27 performed the best and achieved annual energy savings up to 12,635 kWh and energy consumption reduction up to 19.9 %. The greatest impact on the energy demand was caused by temperature-derived functions – heating and cooling degree days. The wind speed, solar azimuth, and atmospheric pressure had a negative impact on energy demand. PCM integration might be the most economically feasible in Brazil and the USA, while in Paraguay it was infeasible. Furthermore, the application of PCM was more environmentally pronounced in the USA and China. The developed equations can be used as energy forecast tools for buildings incorporated with PCM.

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  • Kabdrakhmanova, Marzhan & Memon, Shazim Ali & Saurbayeva, Assemgul, 2021. "Implementation of the panel data regression analysis in PCM integrated buildings located in a humid subtropical climate," Energy, Elsevier, vol. 237(C).
    • Handle: RePEc:eee:energy:v:237:y:2021:i:c:s0360544221018995
    DOI: 10.1016/j.energy.2021.121651
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    References listed on IDEAS

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    1. Mi, Xuming & Liu, Ran & Cui, Hongzhi & Memon, Shazim Ali & Xing, Feng & Lo, Yiu, 2016. "Energy and economic analysis of building integrated with PCM in different cities of China," Applied Energy, Elsevier, vol. 175(C), pages 324-336.
    2. Adilkhanova, Indira & Memon, Shazim Ali & Kim, Jong & Sheriyev, Almas, 2021. "A novel approach to investigate the thermal comfort of the lightweight relocatable building integrated with PCM in different climates of Kazakhstan during summertime," Energy, Elsevier, vol. 217(C).
    3. Pardo, Angel & Meneu, Vicente & Valor, Enric, 2002. "Temperature and seasonality influences on Spanish electricity load," Energy Economics, Elsevier, vol. 24(1), pages 55-70, January.
    4. Saffari, Mohammad & de Gracia, Alvaro & Fernández, Cèsar & Cabeza, Luisa F., 2017. "Simulation-based optimization of PCM melting temperature to improve the energy performance in buildings," Applied Energy, Elsevier, vol. 202(C), pages 420-434.
    5. Pilli-Sihvola, Karoliina & Aatola, Piia & Ollikainen, Markku & Tuomenvirta, Heikki, 2010. "Climate change and electricity consumption--Witnessing increasing or decreasing use and costs?," Energy Policy, Elsevier, vol. 38(5), pages 2409-2419, May.
    6. Zhou, D. & Zhao, C.Y. & Tian, Y., 2012. "Review on thermal energy storage with phase change materials (PCMs) in building applications," Applied Energy, Elsevier, vol. 92(C), pages 593-605.
    7. Psiloglou, B.E. & Giannakopoulos, C. & Majithia, S. & Petrakis, M., 2009. "Factors affecting electricity demand in Athens, Greece and London, UK: A comparative assessment," Energy, Elsevier, vol. 34(11), pages 1855-1863.
    8. Sailor, David J, 2001. "Relating residential and commercial sector electricity loads to climate—evaluating state level sensitivities and vulnerabilities," Energy, Elsevier, vol. 26(7), pages 645-657.
    9. Lei, Jiawei & Yang, Jinglei & Yang, En-Hua, 2016. "Energy performance of building envelopes integrated with phase change materials for cooling load reduction in tropical Singapore," Applied Energy, Elsevier, vol. 162(C), pages 207-217.
    10. Apadula, Francesco & Bassini, Alessandra & Elli, Alberto & Scapin, Simone, 2012. "Relationships between meteorological variables and monthly electricity demand," Applied Energy, Elsevier, vol. 98(C), pages 346-356.
    11. Fan, Jing-Li & Hu, Jia-Wei & Zhang, Xian, 2019. "Impacts of climate change on electricity demand in China: An empirical estimation based on panel data," Energy, Elsevier, vol. 170(C), pages 880-888.
    12. Mingcai Li & Jun Shi & Jun Guo & Jingfu Cao & Jide Niu & Mingming Xiong, 2015. "Climate Impacts on Extreme Energy Consumption of Different Types of Buildings," PLOS ONE, Public Library of Science, vol. 10(4), pages 1-12, April.
    13. Ramakrishnan, Sayanthan & Wang, Xiaoming & Sanjayan, Jay & Wilson, John, 2017. "Thermal performance of buildings integrated with phase change materials to reduce heat stress risks during extreme heatwave events," Applied Energy, Elsevier, vol. 194(C), pages 410-421.
    14. Ferrari, Simone & Zagarella, Federica & Caputo, Paola & D'Amico, Antonino, 2019. "Results of a literature review on methods for estimating buildings energy demand at district level," Energy, Elsevier, vol. 175(C), pages 1130-1137.
    15. Henley, Andrew & Peirson, John, 1997. "Non-linearities in Electricity Demand and Temperature: Parametric versus Non-parametric Methods," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 59(1), pages 149-162, February.
    16. Jovanović, Saša & Savić, Slobodan & Bojić, Milorad & Djordjević, Zorica & Nikolić, Danijela, 2015. "The impact of the mean daily air temperature change on electricity consumption," Energy, Elsevier, vol. 88(C), pages 604-609.
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    1. Saurbayeva, Assemgul & Memon, Shazim Ali & Kim, Jong, 2023. "Integrated multi-stage sensitivity analysis and multi-objective optimization approach for PCM integrated residential buildings in different climate zones," Energy, Elsevier, vol. 278(PB).
    2. Safari, Vahid & Kamkari, Babak & Hooman, Kamel & Khodadadi, J.M., 2022. "Sensitivity analysis of design parameters for melting process of lauric acid in the vertically and horizontally oriented rectangular thermal storage units," Energy, Elsevier, vol. 255(C).
    3. Zhang, Zhimin & Elshkaki, Ayman, 2022. "An analysis of the supply-side factors of geological exploration in China based on provincial panel data between 1999 and 2017," Resources Policy, Elsevier, vol. 76(C).
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    5. Omarov, Bekarys & Memon, Shazim Ali & Kim, Jong, 2023. "A novel approach to develop climate classification based on degree days and building energy performance," Energy, Elsevier, vol. 267(C).
    6. Liu, Zu-An & Hou, Jiawen & Chen, Yu & Liu, Zaiqiang & Zhang, Tao & Zeng, Qian & Dewancker, Bart Julien & Meng, Xi & Jiang, Guanzhao, 2023. "Effectiveness assessment of different kinds/configurations of phase-change materials (PCM) for improving the thermal performance of lightweight building walls in summer and winter," Renewable Energy, Elsevier, vol. 202(C), pages 721-735.
    7. Gao, Xiangkui & Xiao, Yimin & Gao, penghui & Zhang, Zujing & Sun, Meng, 2022. "Experimental study of the effect of high humidity on the phase change plate thermal storage under natural convection," Energy, Elsevier, vol. 256(C).

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