IDEAS home Printed from https://ideas.repec.org/a/eee/energy/v237y2021ics0360544221018995.html
   My bibliography  Save this article

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

Author

Listed:
  • 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.

Suggested Citation

  • 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
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0360544221018995
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.energy.2021.121651?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    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. 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.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. 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.
    8. 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).
    9. 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.
    10. 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.
    11. 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.
    12. 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.
    13. 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.
    14. 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.
    15. 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.
    16. 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Tamer, Tolga & Gürsel Dino, Ipek & Meral Akgül, Cagla, 2022. "Data-driven, long-term prediction of building performance under climate change: Building energy demand and BIPV energy generation analysis across Turkey," Renewable and Sustainable Energy Reviews, Elsevier, vol. 162(C).
    2. Gao, Xiangkui & Li, Na & Xiao, Yimin & Zhang, Zujing & Sun, Meng & Gao, Penghui, 2024. "Thermal storage process of phase change materials under high humidity and laminar natural convection condition: Prediction model and sensitivity analysis," Energy, Elsevier, vol. 286(C).
    3. 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).
    4. 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).
    5. 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.
    6. 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).
    7. 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).
    8. 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).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ahmad, Abrar & Memon, Shazim Ali, 2024. "A novel method to evaluate phase change materials' impact on buildings' energy, economic, and environmental performance via controlled natural ventilation," Applied Energy, Elsevier, vol. 353(PB).
    2. Harish, Santosh & Singh, Nishmeet & Tongia, Rahul, 2020. "Impact of temperature on electricity demand: Evidence from Delhi and Indian states," Energy Policy, Elsevier, vol. 140(C).
    3. Chabouni, Naima & Belarbi, Yacine & Benhassine, Wassim, 2020. "Electricity load dynamics, temperature and seasonality Nexus in Algeria," Energy, Elsevier, vol. 200(C).
    4. Moral-Carcedo, Julián & Pérez-García, Julián, 2015. "Temperature effects on firms’ electricity demand: An analysis of sectorial differences in Spain," Applied Energy, Elsevier, vol. 142(C), pages 407-425.
    5. Fazeli, Reza & Davidsdottir, Brynhildur & Hallgrimsson, Jonas Hlynur, 2016. "Residential energy demand for space heating in the Nordic countries: Accounting for interfuel substitution," Renewable and Sustainable Energy Reviews, Elsevier, vol. 57(C), pages 1210-1226.
    6. Punita Sangwan & Hooman Mehdizadeh-Rad & Anne Wai Man Ng & Muhammad Atiq Ur Rehman Tariq & Raphael Chukwuka Nnachi, 2022. "Performance Evaluation of Phase Change Materials to Reduce the Cooling Load of Buildings in a Tropical Climate," Sustainability, MDPI, vol. 14(6), pages 1-20, March.
    7. Bimaganbetova, Madina & Memon, Shazim Ali & Sheriyev, Almas, 2020. "Performance evaluation of phase change materials suitable for cities representing the whole tropical savanna climate region," Renewable Energy, Elsevier, vol. 148(C), pages 402-416.
    8. Jose M. Garrido-Perez & David Barriopedro & Ricardo García-Herrera & Carlos Ordóñez, 2021. "Impact of climate change on Spanish electricity demand," Climatic Change, Springer, vol. 165(3), pages 1-18, April.
    9. 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).
    10. de Gracia, Alvaro, 2019. "Dynamic building envelope with PCM for cooling purposes – Proof of concept," Applied Energy, Elsevier, vol. 235(C), pages 1245-1253.
    11. Lamrani, B. & Johannes, K. & Kuznik, F., 2021. "Phase change materials integrated into building walls: An updated review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 140(C).
    12. Zheng, Shuguang & Huang, Guohe & Zhou, Xiong & Zhu, Xiaohang, 2020. "Climate-change impacts on electricity demands at a metropolitan scale: A case study of Guangzhou, China," Applied Energy, Elsevier, vol. 261(C).
    13. Santágata, Daniela M. & Castesana, Paula & Rössler, Cristina E. & Gómez, Darío R., 2017. "Extreme temperature events affecting the electricity distribution system of the metropolitan area of Buenos Aires (1971–2013)," Energy Policy, Elsevier, vol. 106(C), pages 404-414.
    14. 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.
    15. Saafi, Khawla & Daouas, Naouel, 2019. "Energy and cost efficiency of phase change materials integrated in building envelopes under Tunisia Mediterranean climate," Energy, Elsevier, vol. 187(C).
    16. Lizana, Jesús & Chacartegui, Ricardo & Barrios-Padura, Angela & Ortiz, Carlos, 2018. "Advanced low-carbon energy measures based on thermal energy storage in buildings: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 3705-3749.
    17. Nnaemeka Vincent Emodi & Taha Chaiechi & ABM Rabiul Alam Beg, 2018. "The impact of climate change on electricity demand in Australia," Energy & Environment, , vol. 29(7), pages 1263-1297, November.
    18. Son, Hyojoo & Kim, Changwan, 2017. "Short-term forecasting of electricity demand for the residential sector using weather and social variables," Resources, Conservation & Recycling, Elsevier, vol. 123(C), pages 200-207.
    19. Rafat Mahmood & Sundus Saleemi & Sajid Amin, 2016. "Impact of Climate Change on Electricity Demand: A Case Study of Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 55(1), pages 29-47.
    20. Wijesuriya, Sajith & Brandt, Matthew & Tabares-Velasco, Paulo Cesar, 2018. "Parametric analysis of a residential building with phase change material (PCM)-enhanced drywall, precooling, and variable electric rates in a hot and dry climate," Applied Energy, Elsevier, vol. 222(C), pages 497-514.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:energy:v:237:y:2021:i:c:s0360544221018995. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/energy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.