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Multi-objective optimization of latent energy storage in buildings by using phase change materials with different melting temperatures

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  • Bre, Facundo
  • Lamberts, Roberto
  • Flores-Larsen, Silvana
  • Koenders, Eduardus A.B.

Abstract

Technologies based on phase change materials (PCMs) are promising solutions to reduce energy consumption in buildings and related greenhouse gas emissions. However, the performance of passive PCMs in buildings is highly dependent on the melting temperatures employed, as well as the climate where the building is located. Therefore, the present contribution describes an optimization-based method to design passive latent energy storage in buildings by using PCMs with different melting temperatures. To achieve this goal, a multi-objective genetic algorithm is coupled with the building energy models developed in EnergyPlus to find the best trade-off between annual heating and cooling loads. A small office is chosen as a case study to evaluate the energy performance of the buildings incorporating the proposed PCM approach. Three different PCM layers are added to the ceilings and the external and internal walls of the building, and their parametric models are developed in EnergyPlus to optimize the melting temperature and thickness of each PCM layer simultaneously. Moreover, a method to select climate-representative locations according to the ASHRAE 169-2020 climate classification and within the WMO Region VI (Europe) is proposed and applied, resulting in eight well-representative locations. An optimization-based design is carried out for each selected location and the performances of the optimized building designs are systematically compared to the ones of the baseline models. The optimization results achieved show that regardless of the climate zone analyzed, using several PCMs with different melting temperatures instead of a single one, is preferred. Moreover, the best performance of PCMs is attained in climate zones where both the heating and cooling loads are present. Thus, the highest saving regarding the annual total loads of 11.7% is achieved in zone 5A (Cold), while the lowest one of 2.3% is obtained in zone 1B (Very hot).

Suggested Citation

  • Bre, Facundo & Lamberts, Roberto & Flores-Larsen, Silvana & Koenders, Eduardus A.B., 2023. "Multi-objective optimization of latent energy storage in buildings by using phase change materials with different melting temperatures," Applied Energy, Elsevier, vol. 336(C).
  • Handle: RePEc:eee:appene:v:336:y:2023:i:c:s0306261923001708
    DOI: 10.1016/j.apenergy.2023.120806
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    1. Lauren Rickards & James E. M. Watson, 2020. "Research is not immune to climate change," Nature Climate Change, Nature, vol. 10(3), pages 180-183, March.
    2. Cabeza, L.F. & Castell, A. & Barreneche, C. & de Gracia, A. & Fernández, A.I., 2011. "Materials used as PCM in thermal energy storage in buildings: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(3), pages 1675-1695, April.
    3. Martin C. Hänsel & Moritz A. Drupp & Daniel J. A. Johansson & Frikk Nesje & Christian Azar & Mark C. Freeman & Ben Groom & Thomas Sterner, 2020. "Climate economics support for the UN climate targets," Nature Climate Change, Nature, vol. 10(8), pages 781-789, August.
    4. Cascone, Ylenia & Capozzoli, Alfonso & Perino, Marco, 2018. "Optimisation analysis of PCM-enhanced opaque building envelope components for the energy retrofitting of office buildings in Mediterranean climates," Applied Energy, Elsevier, vol. 211(C), pages 929-953.
    5. Lizana, Jesus & de-Borja-Torrejon, Manuel & Barrios-Padura, Angela & Auer, Thomas & Chacartegui, Ricardo, 2019. "Passive cooling through phase change materials in buildings. A critical study of implementation alternatives," Applied Energy, Elsevier, vol. 254(C).
    6. 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.
    7. Walsh, Angélica & Cóstola, Daniel & Labaki, Lucila Chebel, 2018. "Performance-based validation of climatic zoning for building energy efficiency applications," Applied Energy, Elsevier, vol. 212(C), pages 416-427.
    8. Al-Yasiri, Qudama & Szabó, Márta, 2022. "Energetic and thermal comfort assessment of phase change material passively incorporated building envelope in severe hot Climate: An experimental study," Applied Energy, Elsevier, vol. 314(C).
    9. D'Agostino, D. & Parker, D. & Epifani, I. & Crawley, D. & Lawrie, L., 2022. "How will future climate impact the design and performance of nearly zero energy buildings (NZEBs)?," Energy, Elsevier, vol. 240(C).
    10. Peter C. B. Phillips, 2020. "Dynamic Panel Modeling of Climate Change," Econometrics, MDPI, vol. 8(3), pages 1-28, July.
    11. 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.
    12. Kishore, Ravi Anant & Bianchi, Marcus V.A. & Booten, Chuck & Vidal, Judith & Jackson, Roderick, 2021. "Enhancing building energy performance by effectively using phase change material and dynamic insulation in walls," Applied Energy, Elsevier, vol. 283(C).
    13. Walsh, Angélica & Cóstola, Daniel & Labaki, Lucila Chebel, 2022. "Performance-based climatic zoning method for building energy efficiency applications using cluster analysis," Energy, Elsevier, vol. 255(C).
    14. Editorial, 2020. "Covid-19 and Climate Change," Journal, Review of Agrarian Studies, vol. 10(1), pages 5-6, January-J.
    15. Kheradmand, Mohammad & Azenha, Miguel & de Aguiar, José L.B. & Castro-Gomes, João, 2016. "Experimental and numerical studies of hybrid PCM embedded in plastering mortar for enhanced thermal behaviour of buildings," Energy, Elsevier, vol. 94(C), pages 250-261.
    16. Abubakr A. M. Salih & Marta Baraibar & Kenneth Kemucie Mwangi & Guleid Artan, 2020. "Climate change and locust outbreak in East Africa," Nature Climate Change, Nature, vol. 10(7), pages 584-585, July.
    17. Ascione, Fabrizio & De Masi, Rosa Francesca & de Rossi, Filippo & Ruggiero, Silvia & Vanoli, Giuseppe Peter, 2016. "Optimization of building envelope design for nZEBs in Mediterranean climate: Performance analysis of residential case study," Applied Energy, Elsevier, vol. 183(C), pages 938-957.
    18. Saffari, Mohammad & de Gracia, Alvaro & Ushak, Svetlana & Cabeza, Luisa F., 2017. "Passive cooling of buildings with phase change materials using whole-building energy simulation tools: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 80(C), pages 1239-1255.
    19. Feyen,Erik H.B. & Utz,Robert Johann & Zuccardi Huertas,Igor Esteban & Bogdan,Olena & Moon,Jisung, 2020. "Macro-Financial Aspects of Climate Change," Policy Research Working Paper Series 9109, The World Bank.
    20. SaidkarimovaSaodatSaidkamalovna, 2020. "Investment Climate Of Uzbekistan," Working papers 2020-35-07, Voice of Research.
    21. Kathie M. d'I. Treen & Hywel T. P. Williams & Saffron J. O'Neill, 2020. "Online misinformation about climate change," Wiley Interdisciplinary Reviews: Climate Change, John Wiley & Sons, vol. 11(5), September.
    22. Facundo Bre & Antonio Caggiano & Eduardus A. B. Koenders, 2022. "Multiobjective Optimization of Cement-Based Panels Enhanced with Microencapsulated Phase Change Materials for Building Energy Applications," Energies, MDPI, vol. 15(14), pages 1-17, July.
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