Optimal Window-to-Wall Ratio (WWR) for Perceived Satisfaction with Natural Ventilation: A Post-Occupancy Evaluation in Affordable Housing of Kolkata, India
| International Journal of Civil Engineering |
| © 2026 by SSRG - IJCE Journal |
| Volume 13 Issue 2 |
| Year of Publication : 2026 |
| Authors : Sujoy Biswas, Arjun Mukerji |
How to Cite?
Sujoy Biswas, Arjun Mukerji, "Optimal Window-to-Wall Ratio (WWR) for Perceived Satisfaction with Natural Ventilation: A Post-Occupancy Evaluation in Affordable Housing of Kolkata, India," SSRG International Journal of Civil Engineering, vol. 13, no. 2, pp. 152-166, 2026. Crossref, https://doi.org/10.14445/23488352/IJCE-V13I2P111
Abstract:
This study’s purpose was to identify the optimal Window-to-Wall Ratio (WWR) that maximises homebuyers’ perceived satisfaction with natural ventilation in affordable housing in the hot and humid climate of Kolkata, India. The methodology employed a rigorous, user-centric, quantitative approach. Data was gathered through a large-scale post-occupancy survey, collecting 383 valid responses from residents across 32 affordable housing complexes. Perceived satisfaction with natural ventilation was quantified using the Percentage of Scale Maximum (%SM) method from five-point Likert-type scale responses. Residents’ perceived satisfaction was correlated with the measured WWR of each complex. Using polynomial regression, a predictive mathematical model was derived to assess the non-linear relationship. The findings identified an optimal WWR range of 24–33%, with the mathematical peak satisfaction (at 97.5%) occurring at a WWR of 33.31%. Beyond this range (either below or above), the predictive mean satisfaction falls. The originality of this research is its innovative integration of perceived satisfaction with a quantifiable design parameter (WWR) in the affordable housing sector, shifting the research paradigm from a traditional, energy-based assessment to a human-centric adaptive comfort model, and using a predictive mathematical model to calculate optimal WWR based on post-occupancy residents’ perceived satisfaction in a hot and humid climate.
Keywords:
Affordable Housing, Perceived Residents’ Satisfaction, Post Occupancy Evaluation, Window Wall Ratio (WWR), Percentage Scale Maximum (%SM), Polynomial Regression, Mathematical Optimisation.
References:
[1] Shagun Agarwal et al., “Affordable Housing in Urban India: A Review of Critical Success Factors (CSFs) Addressing Housing Adequacy with Affordability for the Urban Poor,” Housing, Care and Support, vol. 25, no. 1, pp. 61-79, 2022.
[CrossRef] [Google Scholar] [Publisher Link]
[2] Lance Freeman, and Jenny Schuetz, “Producing Affordable Housing in Rising Markets: What Works?,” Cityscape, vol. 19, no. 1, pp. 217-236, 2017.
[Google Scholar] [Publisher Link]
[3] Mateja Kos Koklic, and Irena Vida, “A Strategic Household Purchase: Consumer House Buying Behavior,” Managing Global Transitions, vol. 7, no. 1, pp. 75-96, 2009.
[Google Scholar] [Publisher Link]
[4] S.J.T. Jansen, “The Impact of the have-want Discrepancy on Residential Satisfaction,” Journal of Environmental Psychology, vol. 40, pp. 26-38, 2014.
[CrossRef] [Google Scholar] [Publisher Link]
[5] Andrew Aurand, “Density, Housing Types and Mixed Land Use: Smart Tools for Affordable Housing?,” Urban Studies, vol. 47, no. 5, pp. 1015-1036, 2010.
[CrossRef] [Google Scholar] [Publisher Link]
[6] S.S. Chandel, Vandna Sharma, and Bhanu M. Marwah, “Review of Energy Efficient Features in Vernacular Architecture for Improving Indoor Thermal Comfort Conditions,” Renewable and Sustainable Energy Reviews, vol. 65, pp. 459-477, 2016.
[CrossRef] [Google Scholar] [Publisher Link]
[7] Abdullah Alsehail, and Abdulbasit Almhafdy, “The Effect of Window-to-Wall Ratio (WWR) and Window Orientation (WO) on the Thermal Performance: A Preliminary Overview,” Environment-Behaviour Proceedings Journal, vol. 5, no. 15, pp. 165-173, 2020.
[CrossRef] [Google Scholar] [Publisher Link]
[8] Rahil Shah, and Ravi Sharma, “Comparative Analysis of India’s Tier-1 Cities Climate Vulnerability Assessment,” Journal of Climate Change, vol. 10, no. 4, pp. 55-64, 2024.
[Google Scholar] [Publisher Link]
[9] Ronita Bardhan, Kiyo Kurisu, and Keisuke Hanaki, “Does Compact Urban Forms Relate to Good Quality of Life in High Density Cities of India? Case of Kolkata,” Cities, vol. 48, pp. 55-65, 2015.
[CrossRef] [Google Scholar] [Publisher Link]
[10] Mojgan Pourtangestani et al., “Linking Occupant Behavior and Window Design through Post-Occupancy Evaluation: Enhancing Natural Ventilation and Indoor Air Quality,” Buildings, vol. 14, no. 6, pp. 1-32, 2024.
[CrossRef] [Google Scholar] [Publisher Link]
[11] Tiew Soo Wei et al., “The Influence of Window-to-Wall Ratio (WWR) on Airflow Profile for Improved Indoor Air Quality (IAQ) in a Naturally-Ventilated Workshop in a Hot-Humid Climate,” Journal of Advanced Research in Fluid Mechanics and Thermal Sciences, vol. 116, no. 1, pp. 139-157, 2024.
[CrossRef] [Google Scholar] [Publisher Link]
[12] Akash Samanta et al., “Evaluation of Impact of Shading Devices on Energy Consumption of Buildings in Tropical Regions,” Journal of Energy Resources Technology, vol. 136, no. 2, pp. 1-6, 2014.
[CrossRef] [Google Scholar] [Publisher Link]
[13] Shivashish Bose, and Somen Sarkar, “Top Floors of Low-Rise Modern Residences in Kolkata: Preliminary Exploration towards a Sustainable Solution,” Current Science, vol. 109, no. 9, pp. 1581-1589, 2015.
[Google Scholar] [Publisher Link]
[14] Ramit Debnath, and Ronita Bardhan, “Daylight Performance of a Naturally Ventilated Building as Parameter for Energy Management,” Energy Procedia, vol. 90, pp. 382-394, 2016.
[CrossRef] [Google Scholar] [Publisher Link]
[15] Sriraj Gokarakonda, and Ankit Kumar, “Passive Architectural Design Index Applied to Vernacular and Passive Buildings,” International Journal of Environmental Studies, vol. 73, no. 4, pp. 563-572, 2016.
[CrossRef] [Google Scholar] [Publisher Link]
[16] Roshni Krishnan, “Climate Specific, Energy Efficient, Innovative Multifamily Housing Strategies for 3 Indian Cities,” Master's Thesis, Carnegie Mellon University, pp. 1-210, 2018.
[CrossRef] [Google Scholar] [Publisher Link]
[17] Lakshya Sharma, K. Kishan Lal, and Dibakar Rakshit, “Evaluation of Impact of Passive Design Measures with Energy Saving Potential through Estimation of Shading Control for Visual Comfort,” Journal of Building Physics, vol. 42, no. 3, pp. 220-238, 2018.
[CrossRef] [Google Scholar] [Publisher Link]
[18] Prashant Kumar Bhanware et al., “Development of RETV (Residential Envelope Transmittance Value) Formula for Cooling Dominated Climates of India for the Eco-Niwas Samhita 20181,” Proceedings of Building Simulation 2019: 16th Conference of IBPSA, Rome, Italy, vol. 16, pp. 3976-3983, 2026.
[CrossRef] [Google Scholar] [Publisher Link]
[19] Amal Barman, Madhumita Roy, and Arpan Dasgupta, “Energy use in Building Envelope of a Residential Apartment Building in the Warm and Humid Climate of Guwahati, Assam,” International Journal of Innovative Technology and Exploring Engineering (IJITEE), vol. 9, no. 11, pp. 119-126, 2020.
[CrossRef] [Google Scholar] [Publisher Link]
[20] Apoorva Dubey, and Nawab Ahmad, “Preliminary Critique by GRIHA Criteria Energy with Respect to Window Wall Ratio,” International Research Journal of Engineering and Technology (IRJET), vol. 7, no. 8, pp. 5101-5106, 2020.
[Google Scholar] [Publisher Link]
[21] Aditi Agarwal, and Holly Samuelson, “Too Hot to Stay at Home: Residential Heat Vulnerability in Urban India,” Journal of Physics: Conference Series: 8th International Building Physics Conference (IBPC 2021), Copenhagen, Denmark, vol. 2069, no. 1, pp. 1-9, 2021.
[CrossRef] [Google Scholar] [Publisher Link]
[22] Deepali Sahu et al., “Impact of Window Wall Ratio in Office Building Envelopes on Operational Energy Consumption in the Temperate Climatic Zone of India,” International Conference on Innovations in Energy Engineering & Cleaner Production IEECP21, Silicon Valley, San Francisco, CA – USA, pp. 1-6, 2021.
[Google Scholar]
[23] Gunjan Kumar, Biswajit Thakur, and Sudipta De, “Energy Performance of Typical Large Residential Apartments in Kolkata: Implementing New Energy Conservation Building Codes of India,” Clean Technologies and Environmental Policy, vol. 23, no. 4, pp. 1251-1271, 2021.
[CrossRef] [Google Scholar] [Publisher Link]
[24] Ashaprava Mohanta, Sutapa Das, and Rabi Narayan Mohanty, “Building Envelope Trade-off Method Integrated with Bim-Based Framework for Energy-Efficient Building Envelope,” Architectural Engineering and Design Management, vol. 17, no. 5-6, pp. 516-536, 2021.
[CrossRef] [Google Scholar] [Publisher Link]
[25] Md Anam Raihan et al., “SGLSim: Tool for Smart Glazing Energy Performance Analysis,” Energy Informatics, vol. 5, no. S4, pp. 1-17, 2022.
[CrossRef] [Google Scholar] [Publisher Link]
[26] Lakshmi Visakha Vishnubhotla, Sornambiga Shanmugam, and Srinivas Tadepalli, “Developing Climate-Responsive Passive Strategies for Residential Envelopes in the Warm Humid Climate of South India,” Open House International, vol. 47, no. 3, pp. 428-450, 2022.
[CrossRef] [Google Scholar] [Publisher Link]
[27] Shalini Keshri, and Priyanka Dey, “Optimising Building Envelope Configuration for Social Housing Projects in India,” Journal of The Institution of Engineers (India): Series A, vol. 104, no. 3, pp. 697-707, 2023.
[CrossRef] [Google Scholar] [Publisher Link]
[28] Kopal Nihar, Alex Nutkiewicz, and Rishee K Jain, “Natural Ventilation Versus Air Pollution: Assessing the Impact of Outdoor Pollution on Natural Ventilation Potential in Informal Settlements in India,” Environmental Research: Infrastructure and Sustainability, vol. 3, no. 2, pp. 1-20, 2023.
[CrossRef] [Google Scholar] [Publisher Link]
[29] Kona Venkatesh et al., “BIM based Approach for Cost and Energy Estimation of a Multi Storied Residential Building,” Advances in Sustainable Construction Materials, vol. 2759, no. 1, 2023.
[CrossRef] [Google Scholar] [Publisher Link]
[30] Pushpendra Kumar Chaturvedi, Nand Kumar, and Ravita Lamba, “Multi-Objective Optimisation for Visual, Thermal, and Cooling Energy Performance of Building Envelope Design in the Composite Climate of Jaipur (India),” Energy and Environment, vol. 36, no. 7, pp. 3545-3569, 2025.
[CrossRef] [Google Scholar] [Publisher Link]
[31] Pushpendra Kr. Chaturvedi et al., “Exploring Influential Parameters Affecting Residential Building Energy Use: Advancing Energy Efficiency through Machine Learning,” Clean Technologies and Environmental Policy, vol. 27, no. 11, pp. 6975-6996, 2025.
[CrossRef] [Google Scholar] [Publisher Link]
[32] Asim Ahmad et al., “Effect of Wall, Roof, and Window‐to‐Wall Ratio on the Cooling and Heating Load of a Building in India,” Energy Science & Engineering, vol. 13, no. 3, pp. 1255-1279, 2025.
[CrossRef] [Google Scholar] [Publisher Link]
[33] Prayag Raj Chanda, and Agnimitra Biswas, “Exploring Window-to-Wall Ratios for an Energy-Efficient Vernacular Architecture under Various Climatic Conditions: An MCDM, Simulation and Experimental based Framework,” Arabian Journal for Science and Engineering, pp. 1-25, 2025.
[CrossRef] [Google Scholar] [Publisher Link]
[34] Halil Alibaba, “Determination of Optimum Window to External Wall Ratio for Offices in a Hot and Humid Climate,” Sustainability, vol. 8, no. 2, pp. 1-21, 2016.
[CrossRef] [Google Scholar] [Publisher Link]
[35] M. Rashid, A. Malik, and T. Ahmad, “Effect of Window Wall Ratio (WWR) on Heat Gain in Commercial Buildings in the Climate of Lahore,” International Journal of Research in Chemical, Metallurgical and Civil Engineering, vol. 3, no. 1, pp. 122-125, 2016.
[Google Scholar]
[36] Aliaa A. Yassin, Sherif A. Sheta, and Mona A. ELWazeer, “Parametric Study on Window-Wall Ratio (WWR) for Day lighting Optimisation in Multi-Story Residential Buildings: Case Study of an Apartment Complex in Mansoura City, Egypt,” International Advanced Research Journal in Science, Engineering and Technology, vol. 4, no. 3, pp. 21-32, 2017.
[CrossRef] [Google Scholar] [Publisher Link]
[37] Guohui Feng et al., “Study on the Influence of Window-wall Ratio on the Energy Consumption of Nearly Zero Energy Buildings,” Procedia Engineering, vol. 205, pp. 730-737, 2017.
[CrossRef] [Google Scholar] [Publisher Link]
[38] Liwei Wen, Kyosuke Hiyama, and Makoto Koganei, “A Method for Creating Maps of Recommended Window-to-Wall Ratios to Assign Appropriate Default Values in Design Performance Modeling: A Case Study of a Typical Office Building in Japan,” Energy and Buildings, vol. 145, pp. 304-317, 2017.
[CrossRef] [Google Scholar] [Publisher Link]
[39] Neveen Youssef Azmy, and Rania Elghamry, “Effect of the Window Position in the Building Envelope on Energy Consumption,” International Journal of Engineering & Technology, vol. 7, no. 3, pp. 1-8, 2018.
[Google Scholar]
[40] Luke Troup et al., “Effect of Window-to-Wall Ratio on Measured Energy Consumption in us Office Buildings,” Energy and Buildings, vol. 203, pp. 1-29, 2019.
[CrossRef] [Google Scholar] [Publisher Link]
[41] Shakila Pathirana, Asanka Rodrigo, and Rangika Halwatura, “Effect of Building Shape, Orientation, Window to Wall Ratios and Zones on Energy Efficiency and Thermal Comfort of Naturally Ventilated Houses in Tropical Climate,” International Journal of Energy and Environmental Engineering, vol. 10, no. 1, pp. 107-120, 2019.
[CrossRef] [Google Scholar] [Publisher Link]
[42] Seyedeh Hadiseh Sedigh Ziabari et al., “Comparative Study on the Influence of Window to Wall Ratio on Energy Consumption and Ventilation Performance in Office Building of Temperate Humid Climate: A Case Study in Rasht,” Space Ontology International Journal, vol. 8, no. 2, pp. 33-42, 2019.
[Google Scholar] [Publisher Link]
[43] Jalil Shaeri et al., “The Optimum Window-to-Wall Ratio in Office Buildings for Hot-Humid, Hot-Dry, and Cold Climates in Iran,” Environments, vol. 6, no. 4, pp. 1-16, 2019.
[CrossRef] [Google Scholar] [Publisher Link]
[44] Fang'ai Chi et al., “An Investigation of Optimal Window-to-Wall Ratio based on Changes in Building Orientations for Traditional Dwellings,” Solar Energy, vol. 195, pp. 64-81, 2020.
[CrossRef] [Google Scholar] [Publisher Link]
[45] Jiayu Li et al., “Research on Annual Thermal Environment of Non-Hvac Building Regulated by Window-to-Wall Ratio in a Chinese City (Chenzhou),” Sustainability, vol. 12, no. 16, pp. 1-13, 2020.
[CrossRef] [Google Scholar] [Publisher Link]
[46] Markus Bulus, “Courtyard Design Variants for Optimum Indoor Thermal Performance of Single Storey Fully Enclosed Courtyard House in Temperate Dry Climate of Nigeria,” Doctoral Dissertation, University of Technology Malaysia, 2020.
[Google Scholar]
[47] Haiqiang Liu et al., “Optimization Analysis of the Residential Window-to-Wall Ratio based on Numerical Calculation of Energy Consumption in the Hot-Summer and Cold-Winter Zone of China,” Sustainability, vol. 13, no. 11, pp. 1-24, 2021.
[CrossRef] [Google Scholar] [Publisher Link]
[48] Debby Veillette, Jean Rouleau, and Louis Gosselin, “Impact of Window-to-Wall Ratio on Heating Demand and Thermal Comfort When Considering a Variety of Occupant Behavior Profiles,” Frontiers in Sustainable Cities, vol. 3, pp. 1-16, 2021.
[CrossRef] [Google Scholar] [Publisher Link]
[49] Sana Sayadi, Abolfazl Hayati, and Mazyar Salmanzadeh, “Optimization of Window-to-Wall Ratio for Buildings Located in Different Climates: An IDA-Indoor Climate and Energy Simulation Study,” Energies, vol. 14, no. 7, pp. 1-21, 2021.
[CrossRef] [Google Scholar] [Publisher Link]
[50] Ayda Montaser Koohsari, and Shahin Heidari, “Optimizing Window Size by Integrating Energy and Lighting Analyses Considering Occupants’ Visual Satisfaction,” Built Environment Project and Asset Management, vol. 11, no. 4, pp. 673-686, 2021.
[CrossRef] [Google Scholar] [Publisher Link]
[51] Aniseh Saber, “Effects of Window-to-Wall Ratio on Energy Consumption: Application of Numerical and ANN Approaches,” Journal of Soft Computing in Civil Engineering, vol. 5, no. 4, pp. 41-56, 2021.
[CrossRef] [Google Scholar] [Publisher Link]
[52] Aiman Albatayneh et al., “Influence of the Advancement in the LED Lighting Technologies on the Optimum Windows-to-Wall Ratio of Jordanians Residential Buildings,” Energies, vol. 14, no. 17, pp. 1-20, 2021.
[CrossRef] [Google Scholar] [Publisher Link]
[53] Md. Jewel Rana et al., “Impact Assessment of Window to Wall Ratio on Energy Consumption of an Office Building of Subtropical Monsoon Climatic Country Bangladesh,” International Journal of Construction Management, vol. 22, no. 13, pp. 2528-2553, 2022.
[CrossRef] [Google Scholar] [Publisher Link]
[54] Nishma Shrestha, and Shree Raj Shakya, “Impact of Natural Ventilation and Window Wall Ratio for Energy Efficient Building: A Case of Residential Building at Janakpur,” Proceedings of 12th IOE Graduate Conference, vol. 12, pp. 1393-1399, 2022.
[Google Scholar] [Publisher Link]
[55] Qudama Al-Yasiri et al., “Building Envelope-Enhanced Phase Change Material and Night Ventilation: Effect of Window Orientation and Window-to-Wall Ratio on Indoor Temperature,” Renew Energy, vol. 218, pp. 1-13, 2023.
[CrossRef] [Google Scholar] [Publisher Link]
[56] Jorge Cárdenas-Rangel, German Osma-Pinto, and Julián Jaramillo-Ibarra, “Energy Characterisation of Residential and Office Buildings in a Tropical Location,” Heliyon, vol. 9, no. 5, pp. 1-15, 2023.
[CrossRef] [Google Scholar] [Publisher Link]
[57] Angeliki Kitsopoulou, Evangelos Bellos, and Christos Tzivanidis, “An Up-to-Date Review of Passive Building Envelope Technologies for Sustainable Design,” Energies, vol. 17, no. 16, pp. 1-55, 2024.
[CrossRef] [Google Scholar] [Publisher Link]
[58] Aloysius O. Onochie et al., “Window Area Effects on Air Movement in Naturally Ventilated Living Rooms in Enugu State Housing Development Corporation High-Density Estates, Nigeria,” Environmental Review; A Multidisciplinary Journal of Environmental Sciences, vol. 9, no. 4, pp. 19-32, 2024.
[Google Scholar] [Publisher Link]
[59] Xiaoyue Yi, Llewellyn Tang, and Siegfried Yeboah, “Investigations into Impacts of Fenestration and Shading Variation on Ventilation and Energy Performance of an Office in Cooling and Heating Seasons,” Solar Energy, vol. 276, 2024.
[CrossRef] [Google Scholar] [Publisher Link]
[60] Qing Yin et al., “A Review of Research on Building Energy Consumption Prediction Models based on Artificial Neural Networks,” Sustainability, vol. 16, no. 17, pp. 1-30, 2024.
[CrossRef] [Google Scholar] [Publisher Link]
[61] Mai Mostafa Hassieb, Ayman Ragab, and Abdelaziz Farouk Mohamed, “Quantifying the Influence of Window-to-Wall Ratio (WWR) on Indoor Air Quality and Thermal Comfort: Classroom Study in Hot Arid Climates,” IOP Conference Series: Earth and Environmental Science, 15th International Conference on Civil and Architecture Engineering (ICCAE-15), Cairo, Egypt, vol. 1396, no. 1, pp. 1-11, 2024.
[CrossRef] [Google Scholar] [Publisher Link]
[62] Tansel Koyun et al., “Heat Loss Optimization of a Building with Different Window to Wall Area Ratios,” Journal of Testing and Evaluation, vol. 52, no. 2, pp. 947-962, 2024.
[CrossRef] [Google Scholar] [Publisher Link]
[63] Hawar Tawfeeq, and Amjad Muhammed Ali Qaradaghi, “Optimizing Window-to-Wall Ratio for Enhanced Energy Efficiency and Building Intelligence in Hot Summer Mediterranean Climates,” Sustainability, vol. 16, no. 17, pp. 1-18, 2024.
[CrossRef] [Google Scholar] [Publisher Link]
[64] Subash Kalathoki, “Effect of Orientation and Window Wall Ratio in Residential Buildings within Town Planning - A Case of Ratodada Town Planning, Lamahi, Dang,” Doctoral Dissertation, Tribhuvan University, Institute of Engineering, Pulchowk Campus, 2025.
[Google Scholar] [Publisher Link]
[65] Zhenling Wu, Yimin Xu, and Zhuoyao Wang, “Multi-Objective Optimization of Energy, View, Daylight and Thermal Comfort for Building’s Fenestration and Shading System in Hot-Humid Climates,” PLoS One, vol. 20, no. 6, pp. 1-23, 2025.
[CrossRef] [Google Scholar] [Publisher Link]
[66] Tian Xia, Azlan Shah Ali, and Norhayati Mahyuddin, “Multi-Objective Optimization of Window Design for Energy and Thermal Comfort in School Buildings: A Sustainable Approach for Hot-Humid Climates,” Sustainability, vol. 17, no. 19, pp. 1-34, 2025.
[CrossRef] [Google Scholar] [Publisher Link]
[67] Yaoning Yang et al., “Study on the Influence of Window Size on the Thermal Comfort of Traditional One-Seal Dwellings (Yikeyin) in Kunming under Natural Wind,” Buildings, vol. 15, no. 15, pp. 1-37, 2025.
[CrossRef] [Google Scholar] [Publisher Link]
[68] Ran Cheng et al., “Impact of Thermal Mass, Window Performance, and Window-Wall Ratio on Indoor Thermal Dynamics in Public Buildings,” Buildings, vol. 15, no. 10, pp. 1-17, 2025.
[CrossRef] [Google Scholar] [Publisher Link]
[69] Ali Rafat Gigasari et al., “Impact of Window-To-Wall Ratio (WWR) and Shading on Energy Demand in a Residential Building across Five Distinct Climates,” Results in Engineering, vol. 28, pp. 1-19, 2025.
[CrossRef] [Google Scholar] [Publisher Link]
[70] Mamdooh Alwetaishi, “Investigation of the Use of External Insulation Materials in Domestic Buildings in Hot Regions Considering Various Window-to-Wall Ratios (WWR),” Case Studies in Thermal Engineering, vol. 74, pp. 1-14, 2025.
[CrossRef] [Google Scholar] [Publisher Link]
[71] Wan Nur Hanani Wan Abdullah et al., “Identifying Optimal Window-to-Wall Ratio (WWR) and Window-to-Floor Ratio (WFR) for Typical Higher Educational Classrooms to Address Deficiencies in Daylighting Design,” Malaysian Journal of Sustainable Environment, vol. 12, no. 2, pp. 81-102, 2025.
[CrossRef] [Google Scholar] [Publisher Link]
[72] Xin Liu et al., “Seasonal Effects of Window-to-Wall Ratio and Glazing Combinations on Office Building Performance in Qingdao,” Buildings, vol. 15, no. 17, pp. 1-24, 2025.
[CrossRef] [Google Scholar] [Publisher Link]
[73] Maryam K. Alramthan, Raed I. Bourisli, and Adnan A. Alanzi, “Cooling Loads for Nonresidential Buildings based on Programmable, Charted, Look-Up-Tabulated Radiant Time Series Procedure,” Science and Technology for the Built Environment, vol. 31, no. 1, pp. 66-96, 2025.
[CrossRef] [Google Scholar] [Publisher Link]
[74] Mahadev Bera, and Pranab Kumar Nag, “Energy Consumption Patterns and Efficiency Strategies in the Built Environment: A Comprehensive Review,” Clean Energy Science and Technology, vol. 3, no. 4, pp. 1-27, 2025.
[CrossRef] [Google Scholar] [Publisher Link]
[75] Shouib Nouh Ma’bdeh et al., “Enhancing Office Air Quality: The Role of Window to Wall Ratio with Window-Wind Catchers using CFD Analysis,” Energy Reports, vol. 13, pp. 1508-1524, 2025.
[CrossRef] [Google Scholar] [Publisher Link]
[76] Alexandre Gomes de Oliveira, “Highly Glazed Office Buildings in Warm Climates: Thermal Comfort and Energy Performance in Non-Uniform Thermal Environments,” Thesis (Doctorate in Architecture and Urban Planning), Federal University of Rio Grande do Norte, 2025.
[Google Scholar] [Publisher Link]
[77] Robert A. Cummins, “Normative Life Satisfaction: Measurement Issues and a Homeostatic Model,” Social Indicators Research, vol. 64, no. 2, pp. 225-256, 2003.
[CrossRef] [Google Scholar] [Publisher Link]

10.14445/23488352/IJCE-V13I2P111