Building Energy Efficiency, Ventilation Strategies, and Indoor VOC Accumulation: A Data-Driven Assessment
Keywords:
building energy efficiency; ventilation; volatile organic compounds; indoor air quality; data-driven assessment; socio-technical systems; building governanceAbstract
The pursuit of energy efficiency in buildings has transformed envelope design, mechanical systems, and operational control strategies. However, the same interventions that reduce heating, cooling, and ventilation energy can also alter indoor pollutant dynamics, particularly for volatile organic compounds emitted by building materials, furnishings, finishes, and consumer products. This paper presents a data-driven assessment of the coupled relationships among building energy efficiency, ventilation strategies, and indoor VOC accumulation. It examines buildings as socio-technical systems in which energy codes, ventilation standards, occupant behavior, sensor infrastructure, and indoor chemistry interact in ways that are not captured by conventional single-domain performance metrics. The analysis addresses emission source behavior, air exchange variability, sensor deployment, machine learning integration, and governance challenges. It further considers structural trade-offs between envelope tightening and pollutant dilution, robustness of automated ventilation, fairness in exposure distribution, and policy instruments needed to avoid unintended health consequences in low-energy buildings. The paper argues that indoor air quality should be treated as a coequal performance dimension with energy efficiency, supported by interoperable data infrastructure, transparent modeling practices, and institutional routines that protect occupants across diverse building types. The assessment highlights opportunities for digital twins, urban-scale building modeling, and dynamic ventilation standards while cautioning against excessive reliance on algorithmic control without independent commissioning and audit structures.
References
1. Pérez-Lombard, L., Ortiz, J., & Pout, C. (2008). A review on buildings energy consumption information. Energy and Buildings, 40(3), 394–398.
2. Hong, T., Taylor-Lange, S. C., D’Oca, S., Yan, D., & Corgnati, S. P. (2016). Advances in research and applications of energy-related occupant behavior in buildings. Energy and Buildings, 126, 694–702.
3. Fisk, W. J. (2017). The ventilation problem in schools: Literature review. Indoor Air, 27(6), 1039–1051.
4. Wargocki, P., Wyon, D. P., Sundell, J., Clausen, G., & Fanger, P. O. (2000). The effects of outdoor air supply rate in an office on perceived air quality, sick building syndrome symptoms and productivity. Indoor Air, 10(4), 222–236.
5. Klepeis, N. E., Nelson, W. C., Ott, W. R., Robinson, J. P., Tsang, A. M., Switzer, P., Behar, J. V., Hern, S. C., & Engelmann, W. H. (2001). The National Human Activity Pattern Survey (NHAPS): A resource for assessing exposure to environmental pollutants. Journal of Exposure Analysis and Environmental Epidemiology, 11(3), 231–252.
6. Weschler, C. J. (2009). Changes in indoor pollutants since the 1950s. Atmospheric Environment, 43(1), 153–169.
7. Spengler, J. D., & Chen, Q. (2000). Indoor air quality factors in designing a healthy building. Annual Review of Energy and the Environment, 25(1), 567–600.
8. Little, J. C., Hodgson, A. T., & Gadgil, A. J. (1994). Modeling emissions of volatile organic compounds from new carpets. Atmospheric Environment, 28(2), 227–234.
9. Liu, Z., Ye, W., & Little, J. C. (2013). Predicting emissions of volatile and semivolatile organic compounds from building materials: A review. Building and Environment, 64, 7–15.
10. Salthammer, T., Mentese, S., & Marutzky, R. (2010). Formaldehyde in the indoor environment. Chemical Reviews, 110(4), 2536–2572.
11. Nazaroff, W. W., & Weschler, C. J. (2004). Cleaning products and air fresheners: Exposure to primary and secondary air pollutants. Atmospheric Environment, 38(18), 2841–2865.
12. Mendell, M. J. (2007). Indoor residential chemical emissions as risk factors for respiratory and allergic effects in children: A review. Indoor Air, 17(4), 259–277.
13. Persily, A. K. (2015). Field measurement of ventilation rates. Indoor Air, 25(1), 97–111.
14. Sherman, M. H., & Matson, N. E. (1997). Residential ventilation and energy characteristics. ASHRAE Transactions, 103(1), 717–730.
15. Ng, L. C., Persily, A. K., & Emmerich, S. J. (2015). Consideration of envelope airtightness in modelling commercial building energy consumption. International Journal of Ventilation, 14(1), 77–94.
16. Fan, Yi, et al. "Residential VOC from building materials: Exposures, health risks, and ambient hazards." Sustainable Cities and Society 119 (2025): 106080.
17. ASHRAE. (2019). ANSI/ASHRAE Standard 62.1-2019: Ventilation for acceptable indoor air quality. American Society of Heating, Refrigerating and Air-Conditioning Engineers.
18. Gunay, H. B., O’Brien, W., & Beausoleil-Morrison, I. (2013). A critical review of observation studies, modeling, and simulation of adaptive occupant behaviors in offices. Building and Environment, 70, 31–47.
19. Chen, Y., Hong, T., & Piette, M. A. (2017). Automatic generation and simulation of urban building energy models based on city datasets for city-scale building retrofit analysis. Applied Energy, 205, 323–335.
20. O’Brien, W., & Gunay, H. B. (2014). The contextual factors contributing to occupants’ adaptive comfort behaviors in offices: A review and proposed modeling framework. Building and Environment, 77, 77–87.
21. Batterman, S. (2017). Review and extension of CO2-based methods to determine ventilation rates with application to school classrooms. International Journal of Environmental Research and Public Health, 14(2), 145.
22. Logue, J. M., Sherman, M. H., Walker, I. S., & Singer, B. C. (2013). Energy impacts of envelope tightening and mechanical ventilation for the US residential sector. Energy and Buildings, 65, 281–291.
23. Steinemann, A. (2017). Ten questions concerning air fresheners and indoor built environments. Building and Environment, 111, 279–284.
24. Morawska, L., Ayoko, G. A., Bae, G. N., Buonanno, G., Chao, C. Y. H., Clifford, S., Fu, S. C., Hänninen, O., He, C., Isaxon, C., Mazaheri, M., Mcgarry, P., Salonen, H., Salthammer, T., Waring, M. S., & Wierzbicka, A. (2018). Airborne particles in indoor environment of homes, schools, offices and aged care facilities: The main routes of exposure. Environment International, 108, 75–83.
25. Sundell, J., Levin, H., Nazaroff, W. W., Cain, W. S., Fisk, W. J., Grimsrud, D. T., Gyntelberg, F., Li, Y., Persily, A. K., Pickering, A. C., Samet, J. M., Spengler, J. D., Taylor, S. T., & Weschler, C. J. (2011). Ventilation rates and health: Multidisciplinary review of the scientific literature. Indoor Air, 21(3), 191–204.
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 Bioinformatics Insights and Analytics

This work is licensed under a Creative Commons Attribution 4.0 International License.



