A socio-CFD approach to reduce the possibility of airborne bio-contaminant disease infection in indoor spaces
Abstract
This paper introduces a novel socio-CFD method called Epidemic Hybrid Retrofitting (EHR) for enhancing natural ventilation in indoor public spaces to reduce the spread of airborne bio-contaminant diseases, such as COVID-19. The method aims to reduce the infection rate of diseases by improving Indoor Air Quality (IAQ) as a quantitative objective and maximizing user satisfaction as a qualitative objective. The EHR method consists of three phases, with another method called Computational Fluid Dynamics Parametric Optimization (CFDPO) to accelerate the CFD simulation process. The proposed methods were tested in a shared office in Cairo, Egypt, using a combination of observation, investigation, questionnaires, CFD analysis, linear regression analysis, mathematical calculations, and hybrid evaluation. The study observed a recurrence of COVID-19 infections in the case study office, which was attributed to insufficient natural ventilation and occupants' lack of adherence to WHO precautionary measures. Four retrofitting scenarios were suggested based on the application of the CFDPO method. An occupant survey and CFD analysis were conducted to evaluate retrofitting scenarios, and then the Cost Reduction factor (CRf) was introduced and considered. Considering quantitative and qualitative objectives has identified the optimal scenario as Single-centered Openable Windows (SOW) by increasing the window-to-wall ratio (WWR) on the outdoor (north-facing) façade to 14.96% while maintaining a balanced indoor opening design. The optimum solution effectively achieved the desired air change rates and occupant satisfaction. The results demonstrated the applicability of the EHR and CFDPO methods to attain the objectives. The proposed methods can be further adjusted to address additional objectives in future practices.
Received: 21 May 2024
Accepted: 04 August 2024
Published: 10 September 2024
Keywords
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F. Araya, “Modeling working shifts in construction projects using an agent-based approach to minimize the spread of COVID-19,” Journal of Building Engineering, vol. 41, 2021, doi: 10.1016/j.jobe.2021.102413.
Anonymous, “COVID Live - Coronavirus Statistics by Country- Worldometer,” Worldometer.
H. O. World, “Coronavirus,” 2019. [Online]. Available: https://www.who.int/emergencies/diseases/novel-coronavirus-2019/
ASHRAE, “Home | ashrae.org,” 2019. [Online]. Available: https://www.ashrae.org/
ANSI/ASHRAE, “ANSI/ASHRAE Standard 62.1-2019, Ventilation for Acceptable Indoor Air Quality,” Ashrae, vol. 1999, 2019.
I. for S. German, “DIN - German Institute for Standardization,” 2022. [Online]. Available: https://www.din.de/en
W. H. Organization, “Modes of transmission of virus causing COVID-19: implications for IPC precaution recommendations: scientific brief, 27 March 2020,” Geneva: World Health Organization;
C. for Disease Control and Prevention, “Coronavirus Disease 2019 (COVID-19) - Transmission,” Aug. 2024. [Online]. Available: https://www.cdc.gov/coronavirus/2019-ncov/prevent-getting-sick/how-covid-spreads.html
K. P. Fennelly, “Particle sizes of infectious aerosols: implications for infection control,” 2020. doi: 10.1016/S2213-2600(20)30323-4.
G. M. Abbas and I. Gursel Dino, “The impact of natural ventilation on airborne biocontaminants: a study on COVID-19 dispersion in an open office,” Engineering, Construction and Architectural Management, vol. 29, no. 4, 2022, doi: 10.1108/ECAM-12-2020-1047.
Japanese Ministry of Health Labor and Welfare, “新型コロナウイルス感染症について,” 2021. [Online]. Available: https://www.mhlw.go.jp/stf/seisakunitsuite/bunya/0000164708_00001.html
H. Nishiura et al., “Closed environments facilitate secondary transmission of coronavirus disease 2019 (COVID-19),” medRxiv, 2020.
WHO, Classification and minimum standards for emergency medical teams. 2021.
H. Qian, Y. Li, W. H. Seto, P. Ching, W. H. Ching, and H. Q. Sun, “Natural ventilation for reducing airborne infection in hospitals,” Build Environ, vol. 45, no. 3, 2010, doi: 10.1016/j.buildenv.2009.07.011.
Q. Zhou, H. Qian, and L. Liu, “Numerical investigation of airborne infection in naturally ventilated hospital wards with central-corridor type,” Indoor and Built Environment, vol. 27, no. 1, 2018, doi: 10.1177/1420326X16667177.
N. van Doremalen et al., “Aerosol and Surface Stability of SARS-CoV-2 as Compared with SARS-CoV-1,” New England Journal of Medicine, vol. 382, no. 16, 2020, doi: 10.1056/nejmc2004973.
A. C. Fears et al., “Persistence of Severe Acute Respiratory Syndrome Coronavirus 2 in Aerosol Suspensions,” Emerg Infect Dis, vol. 26, no. 9, 2020, doi: 10.3201/eid2609.201806.
Y. Jiang et al., “Clinical Data on Hospital Environmental Hygiene Monitoring and Medical Staff Protection during the Coronavirus Disease 2019 Outbreak,” medRxiv, 2020.
H. Serag, M. Mahmoud, T. Kamel, and A. Fahmy, “Comparative Validation of a Building Energy Model Calibration Methodology with a Focus on Residential Buildings,” Civil Engineering and Architecture, vol. 12, no. 3, pp. 1447–1462, May 2024, doi: 10.13189/cea.2024.120314.
T. M. Kamel, A. Khalil, M. M. Lakousha, R. Khalil, and M. Hamdy, “Optimizing the View Percentage, Daylight Autonomy, Sunlight Exposure, and Energy Use: Data-Driven-Based Approach for Maximum Space Utilization in Residential Building Stock in Hot Climates,” Energies (Basel), vol. 17, no. 3, 2024, doi: 10.3390/en17030684.
N. Ashraf and A. Abdin, “Biomimetic Design Synthesis and Digital Optimization of Building Shading Skin: A Novel Conceptual Framework for Enhanced Energy Efficiency,” Aug. 2024, doi: 10.2139/ssrn.4790448.
A. Lila et al., “Thermal comfort study in MSMEs in Cairo using onsite measurements and optimization algorithm,” in Building Simulation Conference Proceedings, 2023. doi: 10.26868/25222708.2023.1374.
M. Lakousha, “Con-LCCA V1.0: A Computerized Tool for Analyzing the Life Cycle Cost of Construction Projects.,” SVU-International Journal of Engineering Sciences and Applications, vol. 4, no. 1, 2023, doi: 10.21608/svusrc.2022.165183.1080.
A. Khalil, O. Tolba, and S. Ezzeldin, “Optimization of an office building form using a lattice incubate boxes method,” Advanced Engineering Informatics, vol. 55, 2023, doi: 10.1016/j.aei.2022.101847.
A. Khalil, A. M. H. Lila, and N. Ashraf, “Optimization and Prediction of Different Building Forms for Thermal Energy Performance in the Hot Climate of Cairo Using Genetic Algorithm and Machine Learning,” Computation, vol. 11, no. 10, 2023, doi: 10.3390/computation11100192.
Lakousha Mohammed Maher Rabie, “A Computerized Methodology for Evaluating Design Quality of Governmental Middle Income Residential Projects,” Thesis (Ph.D.), Faculty of Engineering, 2022.
Randa Khalil, Ahmed El Kordy, and H sobh, “Nature-Inspired Algorithms as a Part of the Biomimetic Architecture: A Brief Discussion,” International Journal of Sciences: Basic and Applied Research (IJSBAR), vol. 62, no. 1, 2022.
R. Khalil, A. El-Kordy, and H. Sobh, “A review for using swarm intelligence in architectural engineering,” 2022. doi: 10.1177/14780771211039078.
T. M. Kamel, “Integrating a parametric tool in design process to improve the acoustic behavior of the asphalt finishing materials,” Noise Mapping, vol. 9, no. 1, 2022, doi: 10.1515/noise-2022-0157.
A. Khalil, O. Tolba, and S. Ezzeldin, “Design Optimization of Open Office Building Form for Thermal Energy Performance using Genetic Algorithm,” Advances in Science, Technology and Engineering Systems Journal, vol. 6, no. 2, pp. 254–261, Mar. 2021, doi: 10.25046/aj060228.
T. M. Kamel, “A new comprehensive workflow for modelling outdoor thermal comfort in Egypt,” Solar Energy, vol. 225, 2021, doi: 10.1016/j.solener.2021.07.029.
T. M.Kamel, “RE-EVALUATION OF THE EGYPTIAN CODE OF HOUSING AND ENERGY CONSUMPTION WITH EMPHASIS ON SHADING DEVICES ROTATION ANGLES,” Journal of Engineering Research, Nov. 2021, doi: 10.36909/jer.11533.
Randa Khalil, Asmaa Gamal Ahmed, and Hanan Saleh, “Middle-income Public Housing in Egypt, Evaluate and Improve to Reach a Sustainable Desig,” Journal of ALAZHAR University Engineering Sector, 2014.
M. M. Eweda and M. M. Lakousha, “Vba tool based on best fit regression models for the (Lui) comprehensive system,” Journal of Engineering and Applied Science, vol. 67, no. 6, 2020.
Kamal A. Saleem, Samir S. Hosny, and Ashraf Nessim, “Evaluation of Static Horiz aluation of Static Horizontal Louv ontal Louvers on Annual Da ers on Annual Daylighting ylighting Performance in Classrooms,” vol. 4, no. 1.
T. M. Kamel, “The Econometric Impacts of LEED Certified Building,” in THE PATH TO CITY RESILIENCE, 2020.
Nouran Ashraf, Samir Sadek Hosny, and Ahmed Reda Abdin, “THERMAL PERFORMANCE OF NANOMATERIALS OF A MEDIUM SIZE OFFICE BUILDING ENVELOPE With a Special Reference to Hot Arid Climatic Zone Of Egypt,” in ASCAAD 2021, 2021.
N. Ashraf Ali, S. Sadek, and A. Abdin, “A Review on Innovative Nanomaterials for Enhancing Energy Performance of the Building Envelope,” Current Nanomaterials, vol. 9, no. 4, pp. 287–302, Dec. 2024, doi: 10.2174/0124054615248038231020054831.
Randa Khalil, “USING PARAMETRIC OPTIMIZATION TOOLS IN ARCHITECTURAL DESIGN PROCESS,” AL-AZHAR ENGINEERING THIRTEENTH INTERNATIONAL CONFERENCE December 23-25, 2014, 2014.
Z. Aghalari, H. U. Dahms, J. E. Sosa-Hernandez, M. A. Oyervides-Muñoz, and R. Parra-Saldívar, “Evaluation of SARS-COV-2 transmission through indoor air in hospitals and prevention methods: A systematic review,” Environ Res, vol. 195, 2021, doi: 10.1016/j.envres.2021.110841.
S. Zhang, Z. Ai, and Z. Lin, “Occupancy-aided ventilation for both airborne infection risk control and work productivity,” Build Environ, vol. 188, 2021, doi: 10.1016/j.buildenv.2020.107506.
A. K. Melikov, Z. T. Ai, and D. G. Markov, “Intermittent occupancy combined with ventilation: An efficient strategy for the reduction of airborne transmission indoors,” Science of the Total Environment, vol. 744, 2020, doi: 10.1016/j.scitotenv.2020.140908.
N. A. Megahed and E. M. Ghoneim, “Indoor Air Quality: Rethinking rules of building design strategies in post-pandemic architecture,” Environ Res, vol. 193, 2021, doi: 10.1016/j.envres.2020.110471.
M. Coccia, “An index to quantify environmental risk of exposure to future epidemics of the COVID-19 and similar viral agents: Theory and practice,” Environ Res, vol. 191, 2020, doi: 10.1016/j.envres.2020.110155.
S. Altomonte et al., “Ten questions concerning well-being in the built environment,” Build Environ, vol. 180, 2020, doi: 10.1016/j.buildenv.2020.106949.
S. Rayegan et al., “A review on indoor airborne transmission of COVID-19– modelling and mitigation approaches,” 2023. doi: 10.1016/j.jobe.2022.105599.
A. Rahman, M. A. Kuddus, R. H. L. Ip, and M. Bewong, “A review of covid‐19 modelling strategies in three countries to develop a research framework for regional areas,” 2021. doi: 10.3390/v13112185.
I. J. Al-Rikabi, J. Karam, H. Alsaad, K. Ghali, N. Ghaddar, and C. Voelker, “The impact of mechanical and natural ventilation modes on the spread of indoor airborne contaminants: A review,” 2024. doi: 10.1016/j.jobe.2024.108715.
L. F. Pease et al., “Investigation of potential aerosol transmission and infectivity of SARS-CoV-2 through central ventilation systems,” Build Environ, vol. 197, 2021, doi: 10.1016/j.buildenv.2021.107633.
L. Borro, L. Mazzei, M. Raponi, P. Piscitelli, A. Miani, and A. Secinaro, “The role of air conditioning in the diffusion of Sars-CoV-2 in indoor environments: A first computational fluid dynamic model, based on investigations performed at the Vatican State Children’s hospital,” Environ Res, vol. 193, 2021, doi: 10.1016/j.envres.2020.110343.
M. Guo, P. Xu, T. Xiao, R. He, M. Dai, and S. L. Miller, “Review and comparison of HVAC operation guidelines in different countries during the COVID-19 pandemic,” 2021. doi: 10.1016/j.buildenv.2020.107368.
C. Ren, S. J. Cao, and F. Haghighat, “A practical approach for preventing dispersion of infection disease in naturally ventilated room,” Journal of Building Engineering, vol. 48, 2022, doi: 10.1016/j.jobe.2021.103921.
Y. XU, J. CAI, S. LI, Q. HE, and S. ZHU, “Airborne infection risks of SARS-CoV-2 in U.S. schools and impacts of different intervention strategies,” Sustain Cities Soc, vol. 74, 2021, doi: 10.1016/j.scs.2021.103188.
S. Park, Y. Choi, D. Song, and E. K. Kim, “Natural ventilation strategy and related issues to prevent coronavirus disease 2019 (COVID-19) airborne transmission in a school building,” Science of the Total Environment, vol. 789, 2021, doi: 10.1016/j.scitotenv.2021.147764.
M. Klompas, M. A. Baker, and C. Rhee, “Airborne Transmission of SARS-CoV-2: Theoretical Considerations and Available Evidence,” 2020. doi: 10.1001/jama.2020.12458.
A. A. Sedighi, F. Haghighat, and F. Nasiri, “Strategic ventilation design for reducing airborne infection transmission in a two-story building: A numerical approach,” Build Environ, vol. 262, p. 111785, Aug. 2024, doi: 10.1016/j.buildenv.2024.111785.
B. Obeidat and M. H. Al-Zuriqat, “Evaluating airflow dynamics in common vertical circulation spaces of a multi-floor apartment building for mitigating airborne infection risks: A CFD modeling study,” Heliyon, vol. 10, no. 5, 2024, doi: 10.1016/j.heliyon.2024.e26596.
J. Wang, Z. Pan, H. Tang, and W. Guo, “Assessment of airborne viral transmission risks in a large-scale building using onsite measurements and CFD method,” Journal of Building Engineering, vol. 95, p. 110222, Oct. 2024, doi: 10.1016/j.jobe.2024.110222.
A. T. A. Hamada, S. Hong, D. Mumovic, and R. Raslan, “Towards healthy and energy-efficient buildings in the context of Egypt: Modelling demand-controlled ventilation to improve the indoor air quality in a generic office space in Cairo,” in Journal of Physics: Conference Series, 2023. doi: 10.1088/1742-6596/2600/10/102017.
M. Elsarraj, Y. Mahmoudi, and A. Keshmiri, “Quantifying indoor infection risk based on a metric-driven approach and machine learning,” Build Environ, vol. 251, 2024, doi: 10.1016/j.buildenv.2024.111225.
G. Vita, D. Woolf, T. Avery-Hickmott, and R. Rowsell, “A CFD-based framework to assess airborne infection risk in buildings,” Build Environ, vol. 233, 2023, doi: 10.1016/j.buildenv.2023.110099.
D. Zhang, E. Ding, and P. M. Bluyssen, “Guidance to assess ventilation performance of a classroom based on CO2 monitoring,” Indoor and Built Environment, vol. 31, no. 4, 2022, doi: 10.1177/1420326X211058743.
S. Torresin, R. Albatici, F. Aletta, F. Babich, T. Oberman, and J. Kang, “Associations between indoor soundscapes, building services and window opening behaviour during the COVID-19 lockdown,” Building Services Engineering Research and Technology, vol. 43, no. 2, 2022, doi: 10.1177/01436244211054443.
F. Tahmasebi, Y. Wang, E. Cooper, D. Godoy Shimizu, S. Stamp, and D. Mumovic, “Window operation behaviour and indoor air quality during lockdown: A monitoring-based simulation-assisted study in London,” Building Services Engineering Research and Technology, vol. 43, no. 1, 2022, doi: 10.1177/01436244211017786.
S. Ding, J. S. Lee, M. A. Mohamed, and B. F. Ng, “Infection risk of SARS-CoV-2 in a dining setting: Deposited droplets and aerosols,” Build Environ, vol. 213, 2022, doi: 10.1016/j.buildenv.2022.108888.
H. C. Burridge, S. Fan, R. L. Jones, C. J. Noakes, and P. F. Linden, “Predictive and retrospective modelling of airborne infection risk using monitored carbon dioxide,” Indoor and Built Environment, vol. 31, no. 5, 2022, doi: 10.1177/1420326X211043564.
A. Zivelonghi and M. Lai, “Mitigating aerosol infection risk in school buildings: the role of natural ventilation, volume, occupancy and CO2 monitoring,” Build Environ, vol. 204, 2021, doi: 10.1016/j.buildenv.2021.108139.
S. F. Díaz-Calderón, J. A. Castillo, and G. Huelsz, “Indoor air quality evaluation in naturally cross-ventilated buildings for education using age of air,” in Journal of Physics: Conference Series, 2021. doi: 10.1088/1742-6596/2069/1/012182.
S. Tang et al., “Aerosol transmission of SARS-CoV-2? Evidence, prevention and control,” 2020. doi: 10.1016/j.envint.2020.106039.
N. R. M. Sakiyama, J. Frick, T. Bejat, and H. Garrecht, “Using cfd to evaluate natural ventilation through a 3d parametric modeling approach,” Energies (Basel), vol. 14, no. 8, 2021, doi: 10.3390/en14082197.
S. El Ahmar, F. Battista, and A. Fioravanti, “Simulation of the thermal performance of a geometrically complex Double-Skin Facade for hot climates: EnergyPlus vs. OpenFOAM,” Build Simul, vol. 12, no. 5, 2019, doi: 10.1007/s12273-019-0530-8.
N. Pourshab, M. D. Tehrani, D. Toghraie, and S. Rostami, “Application of double glazed façades with horizontal and vertical louvers to increase natural air flow in office buildings,” Energy, vol. 200, 2020, doi: 10.1016/j.energy.2020.117486.
O. R. Kummitha, R. V. Kumar, and V. M. Krishna, “CFD analysis for airflow distribution of a conventional building plan for different wind directions,” J Comput Des Eng, vol. 8, no. 2, 2021, doi: 10.1093/jcde/qwaa095.
A. Agirbas, “Façade form-finding with swarm intelligence,” Autom Constr, vol. 99, 2019, doi: 10.1016/j.autcon.2018.12.003.
H. Zhang, F. Zhang, and Q. Hui, “A speed-up and speed-down strategy for swarm optimization,” in GECCO 2014 - Companion Publication of the 2014 Genetic and Evolutionary Computation Conference, 2014. doi: 10.1145/2598394.2602285.
B. Ekici, C. Cubukcuoglu, M. Turrin, and I. S. Sariyildiz, “Performative computational architecture using swarm and evolutionary optimisation: A review,” 2019. doi: 10.1016/j.buildenv.2018.10.023.
“Sign in to your account,” 2022. [Online]. Available: https://www.office.com/launch/forms?auth=2
A. Healthcentric, “Healthcentric Advisors,” 2022. [Online]. Available: https://healthcentricadvisors.org/
ANSI, “ANSI-American National Standards Institute,” 2019. [Online]. Available: https://www.ansi.org/
U. S. D. of Labor, “OSHA Worker Rights and Protections | Occupational Safety and Health Administration,” 2023. [Online]. Available: https://www.osha.gov/workers
3D Rhinoceros, “Rhino 6 for Windows and Mac,” 2019. [Online]. Available: https://www.rhino3d.com/
Grasshopper, “Grasshopper,” 2009. [Online]. Available: https://www.grasshopper3d.com/
“EnergyPlus.” Accessed: Oct. 04, 2023. [Online]. Available: https://energyplus.net/weather-location/africa_wmo_region_1/EGY/EGY_Cairo.Intl.Airport.623660_ETMY
“OpenFOAM,” Aug. 2024. [Online]. Available: https://www.openfoam.com/.
Microsoft, “Microsoft Excel, Spreadsheet Software,” 2024. [Online]. Available: https://www.microsoft.com/en-us/microsoft-365/excel
K. Asanati, L. Voden, and A. Majeed, “Healthier schools during the COVID-19 pandemic: ventilation, testing and vaccination,” 2021. doi: 10.1177/0141076821992449.
L. Schibuola and C. Tambani, “High energy efficiency ventilation to limit COVID-19 contagion in school environments,” Energy Build, vol. 240, 2021, doi: 10.1016/j.enbuild.2021.110882.
C. Li and H. Tang, “Study on ventilation rates and assessment of infection risks of COVID-19 in an outpatient building,” Journal of Building Engineering, vol. 42, 2021, doi: 10.1016/j.jobe.2021.103090.
“DIN Standards.” [Online]. Available: https://www.din.de/en/about-standards/din-standards
A. Gallo, “A Refresher on Regression Analysis,” Havard Business Review Digital Articles, 2015.
“Ladybug Tools | Butterfly,” 2021. [Online]. Available: https://www.ladybug.tools/butterfly.html
Guide: Guide for the Verification and Validation of Computational Fluid Dynamics Simulations (AIAA G-077-1998(2002)). 1998. doi: 10.2514/4.472855.
A. K. Taher, O. Prizeman, B. Gomaa, and S. Lannon, “Case study assessment for natural ventilation performance of heritage buildings in the Mediterranean city of Alexandria (Egypt),” in IOP Conference Series: Materials Science and Engineering, 2019. doi: 10.1088/1757-899X/609/3/032012.
J. W. Einax, “Steven D. Brown, Romà Tauler, Beata Walczak (Eds.): Comprehensive chemometrics. Chemical and biochemical data analysis,” Anal Bioanal Chem, vol. 396, no. 2, pp. 551–552, Jan. 2010, doi: 10.1007/s00216-009-3284-9.
L. Ji, H. Tan, S. Kato, Z. Bu, and T. Takahashi, “Wind tunnel investigation on influence of fluctuating wind direction on cross natural ventilation,” Build Environ, vol. 46, no. 12, 2011, doi: 10.1016/j.buildenv.2011.06.006.
“BlueCFD-Core Project,” 2020. [Online]. Available: http://bluecfd.github.io/Core/Downloads/#bluecfd-core-2017-2.
A. Gartmann, W. Fister, W. Schwanghart, and M. D. Müller, “CFD modelling and validation of measured wind field data in a portable wind tunnel,” Aeolian Res, vol. 3, no. 3, 2011, doi: 10.1016/j.aeolia.2011.07.002.
A. Kubilay, D. Derome, B. Blocken, and J. Carmeliet, “Numerical simulations of wind-driven rain on an array of low-rise cubic buildings and validation by field measurements,” Build Environ, vol. 81, 2014, doi: 10.1016/j.buildenv.2014.07.008.
ladybug-tools, “GitHub - ladybug-tools/butterfly: :butterfly: A light python API for creating and running OpenFoam cases for CFD simulation.,” Aug. 2020. [Online]. Available: https://github.com/ladybug-tools/butterfly
“Software Engineering | Domain Modeling,” Aug. 2019. [Online]. Available: https://www.geeksforgeeks.org/software-engineering-domain-modeling/
“OpenFOAM: API Guide: src/TurbulenceModels/turbulenceModels/RAS/realizableKE Directory Reference,” 2024. [Online]. Available: https://www.openfoam.com/documentation/guides/latest/api/dir_7aec7bf4d1f6087b3d1151586f10525a.html
Z. Tong, Y. Chen, and A. Malkawi, “Defining the Influence Region in neighborhood-scale CFD simulations for natural ventilation design,” Appl Energy, vol. 182, 2016, doi: 10.1016/j.apenergy.2016.08.098.
R. Ramponi and B. Blocken, “CFD simulation of cross-ventilation for a generic isolated building: Impact of computational parameters,” Build Environ, vol. 53, 2012, doi: 10.1016/j.buildenv.2012.01.004.
G. Tan and L. R. Glicksman, “Application of integrating multi-zone model with CFD simulation to natural ventilation prediction,” Energy Build, vol. 37, no. 10, 2005, doi: 10.1016/j.enbuild.2004.12.009.
Y. Tominaga et al., “AIJ guidelines for practical applications of CFD to pedestrian wind environment around buildings,” Journal of Wind Engineering and Industrial Aerodynamics, vol. 96, no. 10–11, 2008, doi: 10.1016/j.jweia.2008.02.058.
F. Muhsin, W. F. M. Yusoff, M. F. Mohamed, and A. R. Sapian, “CFD modeling of natural ventilation in a void connected to the living units of multi-storey housing for thermal comfort,” Energy Build, vol. 144, 2017, doi: 10.1016/j.enbuild.2017.03.035.
S. (RAS) | T. M. Reynolds-Averaged, “CFD Direct.” [Online]. Available: https://cfd.direct/openfoam/features/ras-turbulence-modelling/
D. S. Hammond, L. Chapman, and J. E. Thornes, “Roughness length estimation along road transects using airborne LIDAR data,” Meteorological Applications, vol. 19, no. 4, 2012, doi: 10.1002/met.273.
M. Schnabel, “POSSUM Introducing and Evaluating a Model-based Optimization Tool for Grasshopper,” https://www.semanticscholar.org/paper/OPOSSUM-Introducing-and-Evaluating-a-Model-based-Schnabel/05be09aea9c60fa1e82db028a9976c0a267fd762, 2017.
data analysis Open-source multi-platform and visualization application., “ParaView,” 2018. [Online]. Available: https://www.paraview.org/
P. Phapant, A. Dutta, and O. Chavalparit, “COVID-19 experience transforming the protective environment of office buildings and spaces,” Sustainability (Switzerland), vol. 13, no. 24, 2021, doi: 10.3390/su132413636.
V. Motuzienė, J. Bielskus, V. Lapinskienė, G. Rynkun, and J. Bernatavičienė, “Office buildings occupancy analysis and prediction associated with the impact of the COVID-19 pandemic,” Sustain Cities Soc, vol. 77, 2022, doi: 10.1016/j.scs.2021.103557.
T. K. Jayasree, B. S. Jinshah, and T. Srinivas, “The effect of opening windows on the airflow distribution inside naturally ventilated residential bedrooms with ceiling fans,” Building Services Engineering Research and Technology, vol. 43, no. 1, 2022, doi: 10.1177/01436244211024084.
M. K. Fageha and A. Alaidroos, “Performance Optimization of Natural Ventilation in Classrooms to Minimize the Probability of Viral Infection and Reduce Draught Risk,” Sustainability (Switzerland), vol. 14, no. 22, 2022, doi: 10.3390/su142214966.
T. Lipinski, D. Ahmad, N. Serey, and H. Jouhara, “Review of ventilation strategies to reduce the risk of disease transmission in high occupancy buildings,” International Journal of Thermofluids, vol. 7–8, 2020, doi: 10.1016/j.ijft.2020.100045.
DOI: http://dx.doi.org/10.21622/resd.2024.10.2.871
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Renewable Energy and Sustainable Development
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