Skip to main content
Log in

Indoor and outdoor particulate matter in primary school classrooms with fan-assisted natural ventilation in Singapore

  • Research Article
  • Published:
Environmental Science and Pollution Research Aims and scope Submit manuscript

Abstract

We conducted multiday continuous monitoring of indoor and outdoor particulate matter (PM) in classrooms with fan-assisted natural ventilation (NV) at five primary schools in Singapore. We monitored size-resolved number concentration of PM with diameter 0.3–10 μm at all schools and alveolar deposited surface area concentrations of PM with diameter 0.01–1.0 μm (SA0.01–1.0) at two schools. Results show that, during the monitoring period, schools closer to expressways and in the downtown area had 2–3 times higher outdoor PM0.3–1.0 number concentrations than schools located in suburban areas. Average indoor SA0.01–1.0 was 115–118 μm2 cm−3 during periods of occupancy and 72–87 μm2 cm−3 during unoccupied periods. There were close indoor and outdoor correlations for fine PM during both occupied and unoccupied periods (Pearson’s r = 0.84–1.0) while the correlations for coarse PM were weak during the occupied periods (r = 0.13–0.74). Across all the schools, the size-resolved indoor/outdoor PM ratios (I/O ratios) were 0.81 to 1.58 and 0.61 to 0.95 during occupied and unoccupied periods, respectively, and average infiltration factors were 0.64 to 0.94. Average PM net emission rates, calculated during periods of occupancy in the classrooms, were lower than or in the lower range of emission rates reported in the literature. This study also reveals that indoor fine and submicron PM predominantly come from outdoor sources, while indoor sources associated with occupancy may be important for coarse PM even when the classrooms have high air exchange rates.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7

Similar content being viewed by others

References

  • Almeida-Silva M, Almeida SM, Gomes JF, Albuquerque PC, Wolterbeek HT (2014) Determination of airborne nanoparticles in elderly care centers. J Toxicol Environ Health A 77:867–878

    Article  CAS  Google Scholar 

  • Alshitawi MS, Awbi HB (2011) Measurement and prediction of the effect of students’ activities on airborne particulate concentration in a classroom. HVAC&R Res 17:446–464

    Google Scholar 

  • ASTM (2012) D 6245–12: Standard guide for using indoor carbon dioxide concentrations to evaluate indoor air quality and ventilation, ASTM standard. ASTM International, West Conshohocken

    Google Scholar 

  • Bordado JC, Gomes JF, Albuquerque PC (2012) Exposure to airborne ultrafine particles from cooking in Portuguese homes. J Air Waste Manage Assoc 62:1116–1126

    Article  CAS  Google Scholar 

  • Braniš M, Šafránek J, Hytychová A (2011) Indoor and outdoor sources of size-resolved mass concentration of particulate matter in a school gym—implications for exposure of exercising children. Environ Sci Pollut Res 18:598–609

    Article  Google Scholar 

  • Buonanno G, Fuoco FC, Morawska L, Stabile L (2013) Airborne particle concentrations at schools measured at different spatial scales. Atmos Environ 67:38–45

    Article  CAS  Google Scholar 

  • Chao CYH, Wan MP, Cheng ECK (2003) Penetration coefficient and deposition rate as a function of particle size in non-smoking naturally ventilated residences. Atmos Environ 37:4233–4241

    Article  CAS  Google Scholar 

  • Chen C, Zhao B (2011) Review of relationship between indoor and outdoor particles: I/O ratio, infiltration factor and penetration factor. Atmos Environ 45:275–288

    Article  CAS  Google Scholar 

  • Davidson CI, Phalen RF, Solomon PA (2005) Airborne particulate matter and human health: A review. Aerosol Sci Technol 39:737–749

  • Dorizas PV, Assimakopoulos M-N, Helmis C, Santamouris M (2015) An integrated evaluation study of the ventilation rate, the exposure and the indoor air quality in naturally ventilated classrooms in the Mediterranean region during spring. Sci Total Environ 502:557–570

    Article  CAS  Google Scholar 

  • Fromme H, Twardella D, Dietrich S, Heitmann D, Schierl R, Liebl B, Rüden H (2007) Particulate matter in the indoor air of classrooms—exploratory results from Munich and surrounding area. Atmos Environ 41:854–866

    Article  CAS  Google Scholar 

  • Gall ET, Chen A, Chang VW-C, Nazaroff WW (2015) Exposure to particulate matter and ozone of outdoor origin in Singapore. Build Environ 93(Part 1):3–13

    Article  Google Scholar 

  • Gatto M, Gariazzo C, Gordiani A, L’Episcopo N, Gherardi M (2014) Children and elders exposure assessment to particle-bound polycyclic aromatic hydrocarbons (PAHs) in the city of Rome, Italy. Environ Sci Pollut Res 21:13152–13159

    Article  CAS  Google Scholar 

  • Gomes JFP, Bordado JCM, Albuquerque PCS (2012) On the assessment of exposure to airborne ultrafine particles in urban environments. J Toxicol Environ Health A 75:1316–1329

    Article  CAS  Google Scholar 

  • Goyal R, Khare M (2009) Indoor–outdoor concentrations of RSPM in classroom of a naturally ventilated school building near an urban traffic roadway. Atmos Environ 43:6026–6038

    Article  CAS  Google Scholar 

  • Guo H, Morawska L, He C, Gilbert D (2008) Impact of ventilation scenario on air exchange rates and on indoor particle number concentrations in an air-conditioned classroom. Atmos Environ 42:757–768

    Article  CAS  Google Scholar 

  • Guo H, Morawska L, He C, Zhang YL, Ayoko G, Cao M (2010) Characterization of particle number concentrations and PM2.5 in a school: Influence of outdoor air pollution on indoor air. Environ Sci Pollut Res 17:1268–1278

  • Gupta A, Cheong DKW (2007) Physical characterization of particulate matter and ambient meteorological parameters at different indoor–outdoor locations in Singapore. Build Environ 42:237–245

    Article  Google Scholar 

  • Habil M, Taneja A (2011) Children’s exposure to indoor particulate matter in naturally ventilated schools in India. Indoor Built Environ 20:430–448

    Article  CAS  Google Scholar 

  • Hosgood HD, Lan Q, Vermeulen R, Wei H, Reiss B, Coble J, Wei F, Jun X, Wu G, Rothman N (2012) Combustion-derived nanoparticle exposure and household solid fuel use in Xuanwei and Fuyuan, China. Int J Environ Health Res 22:571–581

    Article  CAS  Google Scholar 

  • Kloog I, Nordio F, Zanobetti A, Coull BA, Koutrakis P, Schwartz JD (2014) Short term effects of particle exposure on hospital admissions in the Mid-Atlantic states: A population estimate. PLoS ONE 9:e88578

  • Kumar P, Ketzel M, Vardoulakis S, Pirjola L, Britter R (2011) Dynamics and dispersion modelling of nanoparticles from road traffic in the urban atmospheric environment—a review. J Aerosol Sci 42:580–603

    Article  CAS  Google Scholar 

  • Lee SC, Chang M (2000) Indoor and outdoor air quality investigation at schools in Hong Kong. Chemosphere 41:109–113

    Article  CAS  Google Scholar 

  • Long CM, Suh HH, Catalano PJ, Koutrakis P (2001) Using time- and size-resolved particulate data to quantify indoor penetration and deposition behavior. Environ Sci Technol 35:2089–2099

    Article  CAS  Google Scholar 

  • Mendell MJ, Heath GA (2005) Do indoor pollutants and thermal conditions in schools influence student performance? A critical review of the literature. Indoor Air 15:27–52

    Article  CAS  Google Scholar 

  • Moshammer H, Neuberger M (2003) The active surface of suspended particles as a predictor of lung function and pulmonary symptoms in Austrian school children. Atmos Environ 37:1737–1744

    Article  CAS  Google Scholar 

  • Mullen NA, Bhangar S, Hering SV, Kreisberg NM, Nazaroff WW (2011) Ultrafine particle concentrations and exposures in six elementary school classrooms in northern California. Indoor Air 21:77–87

    Article  CAS  Google Scholar 

  • Ntziachristos L, Polidori A, Phuleria H, Geller MD, Sioutas C (2007) Application of a diffusion charger for the measurement of particle surface concentration in different environments. Aerosol Sci Technol 41:571–580

    Article  CAS  Google Scholar 

  • Pope CA III (2000) Epidemiology of fine particulate air pollution and human health: biologic mechanisms and who’s at risk? Environ Health Perspect 108:713–723

    Article  CAS  Google Scholar 

  • Qian J, Peccia J, Ferro AR (2014) Walking-induced particle resuspension in indoor environments. Atmos Environ 89:464–481

    Article  CAS  Google Scholar 

  • Rim D, Wallace LA, Persily AK (2013) Indoor ultrafine particles of outdoor origin: Importance of window opening area and fan operation condition. Environ Sci Technol 47:1922–1929

  • Sabbagh-Kupelwieser N, Horvath H, Szymanski WW (2010) Urban aerosol studies of PM1 size fraction with reference to ambient conditions and visibility. Aerosol Air Qual Res 10:425–432

  • SPRING (2009) SS 553: 2009. Code of practice for air-conditioning and mechanical ventilation in buildings. SPRING, Singapore

    Google Scholar 

  • Tippayawong N, Khuntong P, Nitatwichit C, Khunatorn Y, Tantakitti C (2009) Indoor/outdoor relationships of size-resolved particle concentrations in naturally ventilated school environments. Build Environ 44:188–197

    Article  Google Scholar 

  • Valavanidis A, Fiotakis K, Vlachogianni T (2008) Airborne particulate matter and human health: Toxicological assessment and importance of size and composition of particles for oxidative damage and carcinogenic mechanisms. J Environ Sci Health Pt C 26:339–362

  • Wang M, Zhu T, Zheng J, Zhang R, Zhang S, Xie X, Han Y, Li Y (2009) Use of a mobile laboratory to evaluate changes in on-road air pollutants during the Beijing 2008 Summer Olympics. Atmos Chem Phys 9:8247–8263

    Article  CAS  Google Scholar 

  • Wilson WE, Mage DT, Grant LD (2000) Estimating separately personal exposure to ambient and nonambient particulate matter for epidemiology and risk assessment: Why and how. J Air Waste Manage Assoc 50:1167–1183

    Article  CAS  Google Scholar 

  • Wu CD, MacNaughton P, Melly S, Lane K, Adamkiewicz G, Durant JL, Brugge D, Spengler JD (2014) Mapping the vertical distribution of population and particulate air pollution in a near–highway urban neighborhood: implications for exposure assessment. J Expo Sci Environ Epidemiol 24:297–304

    Article  CAS  Google Scholar 

  • Zhang Q, Zhu Y (2012) Characterizing ultrafine particles and other air pollutants at five schools in South Texas. Indoor Air 22:33–42

    Article  Google Scholar 

  • Zuraimi MS (2007) Estimates of associated outdoor particulate matter health risk and costs reductions from alternative building, ventilation and filtration scenarios. Sci Total Environ 377:1–11

    Article  Google Scholar 

  • Zuraimi MS, Tham KW, Chew FT, Ooi PL (2007) The effect of ventilation strategies of child care centers on indoor air quality and respiratory health of children in Singapore. Indoor Air 17:317–327

    Article  CAS  Google Scholar 

Download references

Acknowledgments

This research is funded by the Republic of Singapore’s National Research Foundation through a grant to the Berkeley Education Alliance for Research in Singapore (BEARS) for the Singapore-Berkeley Building Efficiency and Sustainability in the Tropics (SinBerBEST) Program. BEARS has been established by the University of California, Berkeley as a center for intellectual excellence in research and education in Singapore.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Victor W. C. Chang.

Additional information

Responsible editor: Gerhard Lammel

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Chen, A., Gall, E.T. & Chang, V.W.C. Indoor and outdoor particulate matter in primary school classrooms with fan-assisted natural ventilation in Singapore. Environ Sci Pollut Res 23, 17613–17624 (2016). https://doi.org/10.1007/s11356-016-6826-7

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11356-016-6826-7

Keywords

Navigation