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Utilizing a Low-Cost Air Quality Sensor: Assessing Air Pollutant Concentrations and Risks Using Low-Cost Sensors in Selangor, Malaysia

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Abstract

This study delves into nocturnal air quality, focusing on carbon monoxide (CO), nitrogen dioxide (NO2), surface ozone (O3), and particulate matter (PM2.5), in contrasting areas of Banting, Selangor: the rural-industrial Olak Lempit and the rural Bukit Changgang. Employing AiRBOXSense, a rigorously calibrated low-cost sensor in Olak Lempit, alongside data from the Continuous Air Quality Monitoring System (CAQMS) in Bukit Changgang, we provide a comparative analysis of nocturnal versus diurnal air quality. The results reveal higher nocturnal pollutant levels in Olak Lempit, with peak concentrations of 60 ppb for O3, 283.18 ppb for NO2, and 46.16 ppb for CO. In contrast, Bukit Changgang showed lower levels of these pollutants, except for CO and PM2.5. Significantly, CO levels were higher in Bukit Changgang, with values ranging from 349.45 to 805.49 ppb, compared to 156.31 to 344.07 ppb in Olak Lempit. The weak correlation between pollutants and meteorological factors in Olak Lempit indicates local emissions as the primary contributor to increased nocturnal pollutants. This study highlights the distinct patterns of nocturnal air quality in different settings and emphasizes the importance of comprehensive nocturnal air pollution monitoring, reinforced using calibrated sensors, for effective environmental health management.

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Data Availability

The datasets generated during and/or analyzed during the current study are not publicly available due to authorship reasons but are available from the corresponding author on reasonable request. All authors have read, understood, and have complied as applicable with the statement on “Ethical responsibilities of Authors” as found in the Instructions for Authors and are aware that with minor exceptions, no changes can be made to authorship once the paper is submitted.

References

  • Ahamad, F., Latif, M. T., Tang, R., Juneng, L., Dominick, D., & Juahir, H. (2014). ’Variation of surface ozone exceedance around Klang Valley. Malaysia’, Atmospheric Research, 139, 116–127.

    Article  CAS  Google Scholar 

  • Ahamad, F., Griffiths, P. T., Latif, M. T., Juneng, L., & Xiang, C. J. (2020). Ozone trends from two decades of ground level observation in Malaysia. Atmosphere, 11, 755.

    Article  CAS  Google Scholar 

  • Alhasa, K. M., Mohd Nadzir, M. S., Olalekan, P., Latif, M. T., Yusup, Y., Iqbal Faruque, M. R., Ahamad, F., Abd. Hamid, H. H., Aiyub, K. & Md Ali, S. H.: 2018, 'Calibration model of a low-cost air quality sensor using an adaptive neuro-fuzzy inference system', Sensors 18, 4380

  • Attermeyer, K., Casas-Ruiz, J. P., Fuss, T., Pastor, A., Cauvy-Fraunié, S., Sheath, D., Nydahl, A. C., Doretto, A., Portela, A. P., & Doyle, B. C. (2021). Carbon dioxide fluxes increase from day to night across European streams. Communications Earth & Environment, 2, 118.

    Article  Google Scholar 

  • Awang, N. R., Ramli, N. A., Yahaya, A. S., & Elbayoumi, M. (2015). Multivariate methods to predict ground level ozone during daytime, nighttime, and critical conversion time in urban areas. Atmospheric Pollution Research, 6, 726–734.

    Article  CAS  Google Scholar 

  • Banan, N., Latif, M. T., Juneng, L., & Ahamad, F. (2013). Characteristics of surface ozone concentrations at stations with different backgrounds in the Malaysian Peninsula. Aerosol and Air Quality Research, 13, 1090–1106.

    Article  CAS  Google Scholar 

  • Blessy, A., John Paul, J., Gautam, S., et al. (2023). IoT-based air quality monitoring in hair salons: Screening of hazardous air pollutants based on personal exposure and health risk assessment. Water, Air, and Soil Pollution, 234, 336. https://doi.org/10.1007/s11270-023-06350-4

    Article  CAS  Google Scholar 

  • Chen, J., Liu, Z., Yin, Z., Liu, X., Li, X., Yin, L., W. Zheng.: 2023, 'Predict the effect of meteorological factors on haze using BP neural network, Urban Clim., 51, Article 101630, https://doi.org/10.1016/j.uclim.2023.101630.

  • Chu, H.-J., Ali, M. Z. & He, Y.-C.: 2020, 'Spatial calibration and PM2. 5 mapping of low-cost air quality sensors', Scientific reports 10, 22079.

  • Chung, Y. (1977). Ground-level ozone and regional transport of air pollutants. Journal of Applied Meteorology and Climatology, 16, 1127–1136.

    Article  CAS  Google Scholar 

  • Crilley, L. R., Shaw, M., Pound, R., Kramer, L. J., Price, R., Young, S., Lewis, A. C., & Pope, F. D. (2018). Evaluation of a low-cost optical particle counter (Alphasense OPC-N2) for ambient air monitoring. Atmospheric Measurement Techniques, 11, 709–720.

    Article  Google Scholar 

  • Draxler, R. & Rolph, G.: 2003, 'HYSPLIT (HYbrid Single-Particle Lagrangian Integrated Trajectory) Model, NOAA Air Resources Laboratory, Silver Spring, MD'.

  • Duvall, R., Clements, A., Hagler, G., Kamal, A., Kilaru, V., Goodman, L., Frederick, S., Johnson Barkjohn, K., VonWald, I., and Greene, D.: 2023, Performance testing protocols, metrics, and target values for particulate matter air sensors: use in ambient, outdoor, fixed site, non-regulatory and informational monitoringapplications, https://cfpub.epa.gov/si/si_public_record_Report.cfm?dirEntryId=350785&Lab=CEMM.

  • Guarnieri, M., & Balmes, J. R. (2014). Outdoor air pollution and asthma. The Lancet, 383, 1581–1592.

    Article  CAS  Google Scholar 

  • Hassan Bhat, T., Jiawen, G., & Farzaneh, H. (2021). Air pollution health risk assessment (AP-HRA), principles and applications. International Journal of Environmental Research and Public Health, 18, 1935.

    Article  Google Scholar 

  • Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A., Muñoz-Sabater, J., Nicolas, J., Peubey, C., Radu, R., & Schepers, D. (2020). The ERA5 global reanalysis. Quarterly Journal of the Royal Meteorological Society, 146, 1999–2049.

    Article  Google Scholar 

  • Iqbal, S., Clower, J. H., Hernandez, S. A., Damon, S. A., & Yip, F. Y. (2012). A review of disaster-related carbon monoxide poisoning: Surveillance, epidemiology, and opportunities for prevention. American Journal of Public Health, 102, 1957–1963.

    Article  Google Scholar 

  • Ismail, M., Suroto, A. & Ismail, N. A.: 2012, 'Time series analysis of surface ozone monitoring records in Kemaman, Malaysia', AIR POLLUTION–A COMPREHENSIVE PERSPECTIVE, 141.

  • Iyer, S. R., Balashankar, A., Aeberhard, W. H., Bhattacharyya, S., Rusconi, G., Jose, L., Soans, N., Sudarshan, A., Pande, R. & Subramanian, L.: 2022, 'Modeling fine-grained spatio-temporal pollution maps with low-cost sensors', npj Climate and Atmospheric Science 5, 76.

  • Jacob, D. J. (2000). Heterogeneous chemistry and tropospheric ozone. Atmospheric Environment, 34, 2131–2159.

    Article  CAS  Google Scholar 

  • Jamaluddin, A. F., Tangang, F., Chung, J. X., Juneng, L., Sasaki, H., & Takayabu, I. (2018). Investigating the mechanisms of diurnal rainfall variability over Peninsular Malaysia using the non-hydrostatic regional climate model. Meteorology and Atmospheric Physics, 130, 611–633.

    Article  Google Scholar 

  • Klein, A., Ravetta, F., Thomas, J. L., Ancellet, G., Augustin, P., Wilson, R., Dieudonn´e, E., Fourmentin, M., Delbarre, H., & Pelon, J. (2019). Influence of vertical mixing and nighttime transport on surface ozone variability in the morning in Paris and the surrounding region. Atmospheric Environment, 197, 92–102. https://doi.org/10.1016/j.atmosenv.2018.10.009

    Article  CAS  Google Scholar 

  • Kovač-Andrić, E., Radanović, T., Topalović, I., Marković, B. & Sakač, N.: 2013, 'Temporal variations in concentrations of ozone, nitrogen dioxide, and carbon monoxide at Osijek, Croatia', Advances in Meteorology 2013.

  • Kulkarni, P. S., Bortoli, D., & Silva, A. (2013). Nocturnal surface ozone enhancement and trend over urban and suburban sites in Portugal. Atmospheric Environment, 71, 251–259.

    Article  CAS  Google Scholar 

  • Latif, M. T., Huey, L. S., & Juneng, L. (2012). ’Variations of surface ozone concentration across the Klang Valley. Malaysia’, Atmospheric Environment, 61, 434–445.

    Article  CAS  Google Scholar 

  • Latif, M. T., Dominick, D., Ahamad, F., Ahamad, N. S., Khan, M. F., Juneng, L., Xiang, C. J., Nadzir, M. S. M., Robinson, A. D., & Ismail, M. (2016). Seasonal and long term variations of surface ozone concentrations in Malaysian Borneo. Science of the Total Environment, 573, 494–504.

    Article  CAS  Google Scholar 

  • Latif, M. T., Dominick, D., Hawari, N. S. S. L., Mohtar, A. A. A., & Othman, M. (2021). The concentration of major air pollutants during the movement control order due to the COVID-19 pandemic in the Klang Valley, Malaysia. Sustainable Cities and Society, 66, 102660.

    Article  Google Scholar 

  • Liu, J., Wu, T., Liu, Q., Wu, S., & Chen, J.-C. (2020). Air pollution exposure and adverse sleep health across the life course: A systematic review. Environmental Pollution, 262, 114263.

    Article  CAS  Google Scholar 

  • Manisalidis, I., Stavropoulou, E., Stavropoulos, A., & Bezirtzoglou, E. (2020). Environmental and health impacts of air pollution: A review. Frontiers in Public Health, 8, 14.

    Article  Google Scholar 

  • Mohd Shafie, S. H., Mahmud, M., Mohamad, S., Rameli, N. L. F., Abdullah, R., & Mohamed, A. F. (2022). Influence of urban air pollution on the population in the Klang Valley, Malaysia: A spatial approach. Ecological Processes, 11, 1–16.

    Article  Google Scholar 

  • Monks, P. S., Archibald, A., Colette, A., Cooper, O., Coyle, M., Derwent, R., Fowler, D., Granier, C., Law, K. S., & Mills, G. (2015). Tropospheric ozone and its precursors from the urban to the global scale from air quality to short-lived climate forcer. Atmospheric Chemistry and Physics, 15, 8889–8973.

    Article  CAS  Google Scholar 

  • Munir, S., Mayfield, M., Coca, D., Jubb, S. A., & Osammor, O. (2019). Analysing the performance of low-cost air quality sensors, their drivers, relative benefits and calibration in cities—A case study in Sheffield. Environmental Monitoring and Assessment, 191, 1–22.

    Article  CAS  Google Scholar 

  • Nadzir, M. S. M., Ooi, M. C. G., Alhasa, K. M., Bakar, M. A. A., Mohtar, A. A. A., Nor, M. F. F. M., Latif, M. T., Abd Hamid, H. H., Ali, S. H. M., & Ariff, N. M. (2020). ’The impact of movement control order (MCO) during pandemic COVID-19 on local air quality in an urban area of Klang valley. Malaysia’, Aerosol and Air Quality Research, 20, 1237–1248.

    Article  CAS  Google Scholar 

  • Nayan, N., Hashim, M., Saleh, Y., Mahat, H., Said, Z. M., Suhaili, S. & Luyan, M. H.: 2023, 'The Investigation of Carbon Monoxide Concentration at Selected Areas in the Federal Territory of Kuala Lumpur, Malaysia', Ecological Engineering & Environmental Technology (EEET) 24.

  • Ngai, S. T., Tangang, F., & Juneng, L. (2017). Bias correction of global and regional simulated daily precipitation and surface mean temperature over Southeast Asia using quantile mapping method. Global and Planetary Change, 149, 79–90.

    Article  Google Scholar 

  • Nor, N. S. M., Yip, C. W., Ibrahim, N., Jaafar, M. H., Rashid, Z. Z., Mustafa, N., Hamid, H. H. A., Chandru, K., Latif, M. T. & Saw, P. E.: 2021, 'Particulate matter (PM2.5) as a potential SARS-CoV-2 carrier', Scientific Reports 11, 2508.

  • Perumpully, S. J., Gautam, S., et al. (2024). Evaluating the impact of personal exposure to emissions from sustainable commercial heating and cooking fuels on women in Rural Southern India and their alignment with sustainable development goals. Water, Air, and Soil Pollution, 235, 54. https://doi.org/10.1007/s11270-023-06854-z

    Article  CAS  Google Scholar 

  • Pinder, R. W., Klopp, J. M., Kleiman, G., Hagler, G. S., Awe, Y., & Terry, S. (2019). Opportunities and challenges for filling the air quality data gap in low-and middle-income countries. Atmospheric Environment, 215, 116794.

    Article  CAS  Google Scholar 

  • Samad, A., Obando Nuñez, D. R., Solis Castillo, G. C., Laquai, B., & Vogt, U. (2020). Effect of relative humidity and air temperature on the results obtained from low-cost gas sensors for ambient air quality measurements. Sensors, 20, 5175.

    Article  CAS  Google Scholar 

  • Shafie, S. H. M., & Mahmud, M. (2020). ’Urban air pollutant from motor vehicle emissions in Kuala Lumpur. Malaysia’, Aerosol and Air Quality Research, 20, 2793–2804.

    Article  CAS  Google Scholar 

  • Sulong, N. A., Latif, M. T., Khan, M. F., Amil, N., Ashfold, M. J., Wahab, M. I. A., Chan, K. M., & Sahani, M. (2017). ’Source apportionment and health risk assessment among specific age groups during haze and non-haze episodes in Kuala Lumpur. Malaysia’, Science of the Total Environment, 601, 556–570.

    Article  Google Scholar 

  • Tangang, F., Farzanmanesh, R., Mirzaei, A., Supari, S., Salimun, E., Jamaluddin, A. F., & Juneng, L. (2017). Characteristics of precipitation extremes in Malaysia associated with El Niño and La Niña events. International Journal of Climatology, 37, 696–716.

    Article  Google Scholar 

  • Toh, Y. Y., Lim, S. F., & Von Glasow, R. (2013). ’The influence of meteorological factors and biomass burning on surface ozone concentrations at Tanah Rata. Malaysia’, Atmospheric Environment, 70, 435–446.

    Article  CAS  Google Scholar 

  • Yang, C., Zhan, Q., Lv, Y., & Liu, H. (2019). ’Downscaling land surface temperature using multiscale geographically weighted regression over heterogeneous landscapes in Wuhan. China’, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 12, 5213–5222.

    Article  Google Scholar 

  • Yousefian, F., Faridi, S., Azimi, F., Aghaei, M., Shamsipour, M., Yaghmaeian, K., & Hassanvand, M. S. (2020). Temporal variations of ambient air pollutants and meteorological influences on their concentrations in Tehran during 2012–2017. Scientific Reports, 10, 292.

    Article  CAS  Google Scholar 

  • Yu, H., Chen, P., Paige Gordon, S., Yu, M., & Wang, Y. (2019). ’The association between air pollution and sleep duration: A cohort study of freshmen at a University in Beijing. China’, International Journal of Environmental Research and Public Health, 16, 3362.

    Article  Google Scholar 

  • Yusoff, M. F., Latif, M. T., Juneng, L., Khan, M. F., Ahamad, F., Chung, J. X., & Mohtar, A. A. A. (2019). Spatio-temporal assessment of nocturnal surface ozone in Malaysia. Atmospheric Environment, 207, 105–116.

    Article  CAS  Google Scholar 

  • Zhang, Z., Wang, J., & Lu, W. (2018). Exposure to nitrogen dioxide and chronic obstructive pulmonary disease (COPD) in adults: A systematic review and meta-analysis. Environmental Science and Pollution Research, 25, 15133–15145.

    Article  CAS  Google Scholar 

  • Zhang, S., Mwiberi, S., Pickford, R., Breitner, S., Huth, C., Koenig, W., Rathmann, W., Herder, C., Roden, M., & Cyrys, J. (2021). Longitudinal associations between ambient air pollution and insulin sensitivity: Results from the KORA cohort study. The Lancet Planetary Health, 5, e39–e49.

    Article  Google Scholar 

  • Zhao, R., Huang, X., Xue, J., Guan, X.: 2023, A practical simulation of carbon sink calculation for urban buildings: a case study of Zhengzhou in China Sustain. Cities Soc., 99, Article 104980, https://doi.org/10.1016/j.scs.2023.104980.

  • Zou, Y., Clark, J. D., & May, A. A. (2021). A systematic investigation on the effects of temperature and relative humidity on the performance of eight low-cost particle sensors and devices. Journal of Aerosol Science, 152, 105715.

    Article  CAS  Google Scholar 

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Acknowledgements

We would like to thank the community of Olak Lempit in Banting, Selangor for allowing us to perform air sampling in Olak Lempit. The study is supported by Ministry of Science, Technology & Innovation of Malaysia (MOSTI): Technology Development Fund 1(TeD 1) with grant number TDF04211364 led by Prof Dr. Mohd Talib Latif. In addition, Shubhankar Majumdar want to give credit to the ASEAN-India Science and Technology Collaboration (AISTIC) Funding from the Department of Science and Technology, India (CRD/2020/000320) for providing financial supports for sensors installation.

Funding

ASEAN-India Science and Technology Collaboration (AISTIC) Funding from the Department of Science and Technology, India (CRD/2020/000320).

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Conceptualization, Mohd Shahrul Mohd Nadzir, Zaki Khaslan, Shubhankar Majumdar, Hamimatunnisa Johar, Maggie Ooi Chel Gee, Nor Azura Sulong and Hamimatunnisa Johar; Methodology, Zaki Khaslan, Mohd Shahrul Mohd Nadzir, Faizal Mohamed, Fatin Nur Afiqah Suris, Zhang Siqi, Utbah Rabuan and Muhammad Ikram A Wahab; Software, Jintu Borah, Mohd Aftar Abu Bakar, Mohd Fadzil Firdzaus Mohd Nor and Utbah Rabuan; Validation, Ahmad Zia Ul-Saufie Mohamad Japeri, Nor Syamimi Sufiera Limi Hawari; Data curation, Sawal Hamid Md Ali, Haris Hafizal Abd Hamid; Writing original draft preparation, Zaki Khaslan and Mohd Shahrul Mohd Nadzir; writing review and editing, Brentha Murugan, Mohd Shahrul Mohd Nadzir, Shubhankar Majumdar and Nor Syamimi Sufiera Limi Hawari and Mylene G Cayetano; Funding acquisition, Faizal Mohamed and Shubhankar Majumdar. All authors have read and agreed to the published version of the manuscript.

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Correspondence to Mohd Shahrul Mohd Nadzir.

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Khaslan, Z., Nadzir, M.S.M., Johar, H. et al. Utilizing a Low-Cost Air Quality Sensor: Assessing Air Pollutant Concentrations and Risks Using Low-Cost Sensors in Selangor, Malaysia. Water Air Soil Pollut 235, 229 (2024). https://doi.org/10.1007/s11270-024-07012-9

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