{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,27]],"date-time":"2026-03-27T03:58:59Z","timestamp":1774583939023,"version":"3.50.1"},"reference-count":70,"publisher":"MDPI AG","issue":"9","license":[{"start":{"date-parts":[[2024,8,28]],"date-time":"2024-08-28T00:00:00Z","timestamp":1724803200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Buildings"],"abstract":"<jats:p>Buildings are one the largest energy-consuming sectors in the world, and it is crucial to find solutions to reduce their energy consumption. One way to evaluate these solutions is using building simulation software, which provides a comprehensive perspective. In this article, using DesignBuilder software (v 6.1), the effect of using phase-change materials (PCMs) on the external walls and ceiling of the Department of Mechanical Engineering of Shahid Beheshti University (Tehran, Iran) has been investigated. The methodology involves the use of a layer of PCMs for three locations: (1) on the walls; (2) on the ceiling; and (3) on both the walls and ceiling, with\/without PV panels, which leads to seven scenarios (alongside the reference one). The result shows that using PCMs has a greater impact on the heating load than the cooling one and is more effective on ceilings than walls. For the simultaneous use of PCMs in the ceilings and walls, the heating and cooling loads, in comparison with the initial condition of the building, are reduced by 24%, and 12%, respectively. When using solar panels, the heating load increases by 12.6%, and the cooling load decreases by 8.6%, whereas the total energy consumption of the building is fairly constant when using both PV panels and PCMs. In these last conditions, the primary evaluated values shifted significantly. Notably, CO2 emissions saw a nearly 50% reduction, making the simultaneous use of PV panels and PCMs on both walls and ceilings the best performance option.<\/jats:p>","DOI":"10.3390\/buildings14092691","type":"journal-article","created":{"date-parts":[[2024,8,28]],"date-time":"2024-08-28T11:54:10Z","timestamp":1724846050000},"page":"2691","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["The Use of PCMs and PV Solar Panels in Higher Education Buildings towards Energy Savings and Decarbonization: A Case Study"],"prefix":"10.3390","volume":"14","author":[{"given":"Mojtaba","family":"Sedaghat","sequence":"first","affiliation":[{"name":"Faculty of Department of Mechanical Engineering, Shahid Beheshti University, Tehran 16589-53571, Iran"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6987-3844","authenticated-orcid":false,"given":"Amir Hossein","family":"Heydari","sequence":"additional","affiliation":[{"name":"Faculty of Department of Mechanical Engineering, Shahid Beheshti University, Tehran 16589-53571, Iran"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0134-6762","authenticated-orcid":false,"given":"Paulo","family":"Santos","sequence":"additional","affiliation":[{"name":"University of Coimbra, Department of Civil Engineering, ISISE, ARISE, 3030-788 Coimbra, Portugal"}]}],"member":"1968","published-online":{"date-parts":[[2024,8,28]]},"reference":[{"key":"ref_1","unstructured":"Ritchie, H., Rosado, P., and Roser, M. (2024, March 01). Access to Energy. Our World in Data. Available online: https:\/\/ourworldindata.org\/energy-access."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"111157","DOI":"10.1016\/j.rser.2021.111157","article-title":"Does energy trilemma a driver of economic growth? The roles of energy use, population growth, and financial development","volume":"146","author":"Khan","year":"2021","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"1973","DOI":"10.1016\/j.egyr.2020.07.020","article-title":"A critical review of comparative global historical energy consumption and future demand: The story told so far","volume":"6","author":"Ahmad","year":"2020","journal-title":"Energy Rep."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"108218","DOI":"10.1016\/j.ijthermalsci.2023.108218","article-title":"Analysis of the effect of hot rotation cylinders on the enhancement of heat transfer in underfloor heating enclosures based on numerical and experimental results","volume":"188","author":"Sedaghat","year":"2023","journal-title":"Int. J. Therm. Sci."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"100600","DOI":"10.1016\/j.cscee.2023.100600","article-title":"Effects of COVID-19 disease on electricity consumption of various sectors in Iran","volume":"9","author":"Heydari","year":"2024","journal-title":"Case Stud. Chem. Environ. Eng."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"109425","DOI":"10.1016\/j.jobe.2024.109425","article-title":"Techno-economic and environmental feasibility study of MILD combustion in domestic utility boilers under partial load operation","volume":"90","author":"Kian","year":"2024","journal-title":"J. Build. Eng."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"100155","DOI":"10.1016\/j.adapen.2023.100155","article-title":"Designing climate resilient energy systems in complex urban areas considering urban morphology: A technical review","volume":"12","author":"Javanroodi","year":"2023","journal-title":"Adv. Appl. Energy"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"714","DOI":"10.1016\/j.apenergy.2018.09.116","article-title":"Impacts of urban morphology on reducing cooling load and increasing ventilation potential in hot-arid climate","volume":"231","author":"Javanroodi","year":"2018","journal-title":"Appl. Energy"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"488","DOI":"10.1016\/j.enbuild.2012.02.043","article-title":"Modelling the energy demand projection of the building sector in Greece in the 21st century","volume":"49","author":"Asimakopoulos","year":"2012","journal-title":"Energy Build."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"82","DOI":"10.1016\/j.enbuild.2012.12.042","article-title":"Review of passive PCM latent heat thermal energy storage systems towards buildings\u2019 energy efficiency","volume":"59","author":"Soares","year":"2013","journal-title":"Energy Build."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"110859","DOI":"10.1016\/j.rser.2021.110859","article-title":"Residential net-zero energy buildings: Review and perspective","volume":"142","author":"Wu","year":"2021","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"123297","DOI":"10.1016\/j.jclepro.2020.123297","article-title":"Towards zero-energy buildings in China: A systematic literature review","volume":"276","author":"Lin","year":"2020","journal-title":"J. Clean. Prod."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"3617","DOI":"10.1016\/j.rser.2011.07.014","article-title":"Passive building energy savings: A review of building envelope components","volume":"15","author":"Sadineni","year":"2011","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"1272","DOI":"10.1016\/j.rser.2015.12.040","article-title":"A review on modeling and simulation of building energy systems","volume":"56","author":"Harish","year":"2016","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/s41598-020-76597-y","article-title":"Predicting airborne coronavirus inactivation by far-UVC in populated rooms using a high-fidelity coupled radiation-CFD model","volume":"10","author":"Buchan","year":"2020","journal-title":"Sci. Rep."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1016\/j.rser.2013.11.040","article-title":"A review on the basics of building energy estimation","volume":"31","author":"Fumo","year":"2014","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"194","DOI":"10.1016\/j.rser.2017.04.066","article-title":"Energy efficiency and thermal performance of lightweight steel-framed (LSF) construction: A review","volume":"78","author":"Soares","year":"2017","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"3082","DOI":"10.1109\/TSG.2022.3160390","article-title":"Hierarchical economic model predictive control approach for a building energy management system with scenario-driven EV charging","volume":"13","author":"Engel","year":"2022","journal-title":"IEEE Trans. Smart Grid"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"123","DOI":"10.1016\/j.rser.2014.05.007","article-title":"A review of methods to match building energy simulation models to measured data","volume":"37","author":"Coakley","year":"2014","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1016\/j.comcom.2021.06.003","article-title":"Secure and energy-efficient smart building architecture with emerging technology IoT","volume":"176","author":"Kumar","year":"2021","journal-title":"Comput. Commun."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"115984","DOI":"10.1016\/j.apenergy.2020.115984","article-title":"Multi-objective approach to the optimization of shape and envelope in building energy design","volume":"280","author":"Ciardiello","year":"2020","journal-title":"Appl. Energy"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"115738","DOI":"10.1016\/j.apenergy.2020.115738","article-title":"From concept to application: A review of use cases in urban building energy modeling","volume":"279","author":"Ang","year":"2020","journal-title":"Appl. Energy"},{"key":"ref_23","doi-asserted-by":"crossref","unstructured":"Ridwana, I., Nassif, N., and Choi, W. (2020). Modeling of Building Energy Consumption by Integrating Regression Analysis and Artificial Neural Network with Data Classification. Buildings, 10.","DOI":"10.3390\/buildings10110198"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"132312","DOI":"10.1016\/j.conbuildmat.2023.132312","article-title":"Phase change material (PCM) integrations into buildings in hot climates with simulation access for energy performance and thermal comfort: A review","volume":"397","author":"Zhan","year":"2023","journal-title":"Constr. Build. Mater."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"106335","DOI":"10.1016\/j.jobe.2023.106335","article-title":"Forecasting energy demand of PCM integrated residential buildings: A machine learning approach","volume":"70","author":"Zhussupbekov","year":"2023","journal-title":"J. Build. Eng."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"118479","DOI":"10.1016\/j.conbuildmat.2020.118479","article-title":"Study of a novel ceramsite-based shape-stabilized composite phase change material (PCM) for energy conservation in buildings","volume":"246","author":"Yang","year":"2020","journal-title":"Constr. Build. Mater."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"117327","DOI":"10.1016\/j.conbuildmat.2019.117327","article-title":"Optical and thermal performance of glazing units containing PCM in buildings: A review","volume":"233","author":"Li","year":"2020","journal-title":"Constr. Build. Mater."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"106370","DOI":"10.1016\/j.icheatmasstransfer.2022.106370","article-title":"An experimental\/numerical investigation and technical analysis of improving the thermal performance of an enclosure by employing rotating cylinders","volume":"138","author":"Sedaghat","year":"2022","journal-title":"Int. Commun. Heat Mass Transf."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"192","DOI":"10.1016\/j.apenergy.2014.12.034","article-title":"Experimental study of the heat transfer through a vertical stack of rectangular cavities filled with phase change materials","volume":"142","author":"Soares","year":"2015","journal-title":"Appl. Energy"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"112646","DOI":"10.1016\/j.enbuild.2022.112646","article-title":"Thermal performance analysis of an existing building heating based on a novel active phase change heater","volume":"278","author":"Zhang","year":"2023","journal-title":"Energy Build."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"109143","DOI":"10.1016\/j.jobe.2024.109143","article-title":"Demand side management optimization and energy labeling of multi-purpose buildings","volume":"88","author":"Heydari","year":"2024","journal-title":"J. Build. Eng."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"411","DOI":"10.1016\/j.enbuild.2013.11.072","article-title":"Multi-dimensional optimization of the incorporation of PCM-drywalls in lightweight steel-framed residential buildings in different climates","volume":"70","author":"Soares","year":"2014","journal-title":"Energy Build."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"18","DOI":"10.1016\/j.enbuild.2016.01.003","article-title":"Experimental evaluation of the heat transfer through small PCM-based thermal energy storage units for building applications","volume":"116","author":"Soares","year":"2016","journal-title":"Energy Build."},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Alghamdi, H., and Alviz-Meza, A. (2023). A Novel Strategy for Converting Conventional Structures into Net-Zero-Energy Buildings without Destruction. Sustainability, 15.","DOI":"10.3390\/su151411229"},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"110287","DOI":"10.1016\/j.rser.2020.110287","article-title":"Machine learning applications in urban building energy performance forecasting: A systematic review","volume":"133","author":"Fathi","year":"2020","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"103406","DOI":"10.1016\/j.jobe.2021.103406","article-title":"Building energy consumption prediction for residential buildings using deep learning and other machine learning techniques","volume":"45","author":"Alaka","year":"2022","journal-title":"J. Build. Eng."},{"key":"ref_37","first-page":"742","article-title":"Influence of thermal insulation on the energy balance for cold-formed buildings","volume":"6","author":"Santos","year":"2010","journal-title":"Adv. Steel Constr."},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Bre, F., Caggiano, A., and Koenders, E.A.B. (2022). Multiobjective Optimization of Cement-Based Panels Enhanced with Microencapsulated Phase Change Materials for Building Energy Applications. Energies, 15.","DOI":"10.3390\/en15145192"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"625","DOI":"10.1016\/j.buildenv.2017.07.014","article-title":"Assessment of health and comfort criteria in a life cycle social context: Application to buildings for higher education","volume":"123","author":"Santos","year":"2017","journal-title":"Build. Environ."},{"key":"ref_40","unstructured":"(2012). Sustainability of Construction Works\u2014Assessment of Buildings\u2014Part 3: Framework for the Assessment of Social Performance (Standard No. EN 15643-3:2012)."},{"key":"ref_41","unstructured":"(2014). Sustainability of Construction Works\u2014Assessment of Social Performance of Buildings\u2014Calculation Methodology (Standard No. EN 16309:2014+A1)."},{"key":"ref_42","doi-asserted-by":"crossref","unstructured":"Aziz, S., Talha, T., Mazhar, A.R., Ali, J., and Jung, D.-W. (2023). A Review of Solar-Coupled Phase Change Materials in Buildings. Materials, 16.","DOI":"10.3390\/ma16175979"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"31","DOI":"10.55670\/fpll.fuen.3.2.4","article-title":"Energy consumption reduction in a building by free cooling using phase change material (PCM)","volume":"3","author":"Shaghaghi","year":"2023","journal-title":"Future Energy"},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"491","DOI":"10.1016\/j.ijheatmasstransfer.2018.09.126","article-title":"Recent developments in phase change materials for energy storage applications: A review","volume":"129","author":"Nazir","year":"2019","journal-title":"Int. J. Heat Mass Transf."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"380","DOI":"10.1016\/j.ensm.2021.07.019","article-title":"Form-stable phase change composites: Preparation, performance, and applications for thermal energy conversion, storage and management","volume":"42","author":"Wu","year":"2021","journal-title":"Energy Storage Mater."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"160","DOI":"10.1016\/j.energy.2018.06.074","article-title":"Latent and sensible heat analysis of PCM incorporated in a brick for cold and hot climatic conditions, utilizing computational fluid dynamics","volume":"159","author":"Dabiri","year":"2018","journal-title":"Energy"},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"585","DOI":"10.1016\/j.applthermaleng.2018.02.035","article-title":"Non-linear system identification of a latent heat thermal energy storage system","volume":"134","author":"Ghani","year":"2018","journal-title":"Appl. Therm. Eng."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"110355","DOI":"10.1016\/j.enbuild.2020.110355","article-title":"Optimizing PCM-integrated walls for potential energy savings in US Buildings","volume":"226","author":"Kishore","year":"2020","journal-title":"Energy Build."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"587","DOI":"10.1016\/j.renene.2019.12.081","article-title":"Experimental assessment of Phase Change Material (PCM) embedded bricks for passive conditioning in buildings","volume":"149","author":"Saxena","year":"2020","journal-title":"Renew. Energy"},{"key":"ref_50","doi-asserted-by":"crossref","unstructured":"Gholamibozanjani, G., and Farid, M. (2021). A comparison between passive and active PCM systems applied to buildings. Thermal Energy Storage with Phase Change Materials, CRC Press.","DOI":"10.1201\/9780367567699-26"},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"121651","DOI":"10.1016\/j.energy.2021.121651","article-title":"Implementation of the panel data regression analysis in PCM integrated buildings located in a humid subtropical climate","volume":"237","author":"Kabdrakhmanova","year":"2021","journal-title":"Energy"},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"8474","DOI":"10.1080\/01430750.2022.2097953","article-title":"Techno-economical analysis of DSF, BIPV and PCM in administrative buildings in four climates of Iran","volume":"43","author":"Heydari","year":"2022","journal-title":"Int. J. Ambient. Energy"},{"key":"ref_53","first-page":"102112","article-title":"Energy-saving owing to using PCM into buildings: Considering of hot and cold climate region","volume":"52","author":"Dehkordi","year":"2022","journal-title":"Sustain. Energy Technol. Assess."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"104249","DOI":"10.1016\/j.jobe.2022.104249","article-title":"A novel study to examine dependency of indoor temperature and PCM to reduce energy consumption in buildings","volume":"51","author":"Mustafa","year":"2022","journal-title":"J. Build. Eng."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"105242","DOI":"10.1016\/j.est.2022.105242","article-title":"Advances in thermochemical energy storage and fluidised beds for domestic heat","volume":"53","author":"Marie","year":"2022","journal-title":"J. Energy Storage"},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"112680","DOI":"10.1016\/j.enbuild.2022.112680","article-title":"Experimental study of PCM-enhanced building envelope towards energy-saving and decarbonisation in a severe hot climate","volume":"279","year":"2023","journal-title":"Energy Build."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"117907","DOI":"10.1016\/j.enconman.2023.117907","article-title":"Adaptive building envelope combining variable transparency shape-stabilized PCM and reflective film: Parameter and energy performance optimization in different climate conditions","volume":"299","author":"Wang","year":"2024","journal-title":"Energy Convers. Manag."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"121315","DOI":"10.1016\/j.conbuildmat.2020.121315","article-title":"Building bricks with phase change material (PCM): Thermal performances","volume":"269","author":"Mahdaoui","year":"2021","journal-title":"Constr. Build. Mater."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"121985","DOI":"10.1016\/j.apenergy.2023.121985","article-title":"CFD modeling and experimental validation of the thermal performance of a novel dynamic PCM Trombe wall: Comparison with the companion static wall with and without PCM","volume":"353","author":"Zhou","year":"2024","journal-title":"Appl. Energy"},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"110556","DOI":"10.1016\/j.est.2024.110556","article-title":"Implementation of a double layer of PCM integrated into the building exterior walls for reducing annual energy consumption: Effect of PCM wallboards position","volume":"82","author":"Refahi","year":"2024","journal-title":"J. Energy Storage"},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"110528","DOI":"10.1016\/j.est.2024.110528","article-title":"Design and operational strategy optimization of a hybrid electric heating system with phase change materials for energy storage in nearly zero energy buildings","volume":"82","author":"Zhang","year":"2024","journal-title":"J. Energy Storage"},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"1952","DOI":"10.1016\/j.enbuild.2010.06.001","article-title":"The effects of climate change on energy consumption of cooling systems in Tehran","volume":"42","author":"Delfani","year":"2010","journal-title":"Energy and Buildings"},{"key":"ref_63","unstructured":"DesignBuilder Software Ltd. (2024, March 01). V. 6.1. Simulation Made Easy. Available online: https:\/\/designbuilder.co.uk\/."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"319","DOI":"10.1016\/S0378-7788(00)00114-6","article-title":"EnergyPlus: Creating a new-generation building energy simulation program","volume":"33","author":"Crawley","year":"2001","journal-title":"Energy Build."},{"key":"ref_65","unstructured":"Phase Change Solutions (2024, March 01). BioPCM Properties. Available online: https:\/\/phasechange.com\/products-biopcm\/."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"502","DOI":"10.1016\/j.buildenv.2018.06.022","article-title":"Development of the ASHRAE global thermal comfort database II","volume":"142","author":"Cheung","year":"2018","journal-title":"Build. Environ."},{"key":"ref_67","unstructured":"Tehran Gas Company (2024, March 01). Tehran\u2019s Gas Consumption Statistics. Available online: https:\/\/newbilling.nigc.ir\/."},{"key":"ref_68","unstructured":"Tehran Electricity Company (2024, March 01). Tehran\u2019s Electricity Consumption Statistics. Available online: https:\/\/tbtb.ir\/."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"375","DOI":"10.1016\/j.enbuild.2011.12.020","article-title":"Validation of building energy modeling tools under idealized and realistic conditions","volume":"47","author":"Ryan","year":"2012","journal-title":"Energy Build."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"e246","DOI":"10.1002\/est2.246","article-title":"Energy analysis and simulation of PCM-enhanced building envelopes in commercial buildings: A case study","volume":"3","author":"Beiranvand","year":"2021","journal-title":"Energy Storage"}],"container-title":["Buildings"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2075-5309\/14\/9\/2691\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T15:44:27Z","timestamp":1760111067000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2075-5309\/14\/9\/2691"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,8,28]]},"references-count":70,"journal-issue":{"issue":"9","published-online":{"date-parts":[[2024,9]]}},"alternative-id":["buildings14092691"],"URL":"https:\/\/doi.org\/10.3390\/buildings14092691","relation":{},"ISSN":["2075-5309"],"issn-type":[{"value":"2075-5309","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,8,28]]}}}