Profiling Temporal Pattern of Particulate Matter (PM10) and Meteorological Parameters in Jakarta Province during 2020-2021
Introduction: Jakarta has recorded heightened air pollution for years, and particulate matter (PM10) is one of the pollutants that could bring health burden in population. This study described the distribution of PM10 as well as analysed the correlation with meteorological parameters during 2020–2021 in Jakarta Province. Methods: Air quality standard index daily data from January 1st 2020 to March 31st 2021 was retrieved from the official data portal (https://data.jakarta.go.id/). The Spearman Rank correlation was employed to understand the correlation between PM10 Index with meteorological factors. Autoregressive Integrative Moving Average (ARIMA) model was constructed and Akaike Information Criterion (AIC) selected the model. Cross-correlation analysis explored the association between PM10 with meteorological parameters at multiple time lags. Results and Discussion: PM10 Index started to increase in April 2020 and reached its peak in August 2020. PM10 was positively correlated with temperature (p-value <0.05, R2: 0.134), but it was negatively correlated with humidity and wind speed (p-value <0.05, R2: -0.392 and -0.129). The high cross-correlation coefficients were found between PM10 and temperature at lag 0, humidity at lag 1 and wind speed at lag 1 (rho: 0.42, -0.38 and -0.24). The time series model ARIMA with parameter (p,d,q) (1,1,1) describes the fluctuation of PM10 index data with AIC 3552.75. Conclusion: PM10 concentration in Jakarta is significantly correlated with meteorological factors. The implementation of social restriction in Jakarta need to be supported by pollution control in the neighbouring areas in order to be able to reduce PM10 pollution level.
World Health Organization. Ambient (Outdoor) Air Pollution. Geneva: World Health Organization; 2022. https://www.who.int/news-room/fact-sheets/detail/ambient-(outdoor)-air-quality-and-health
Orellano P, Reynoso J, Quaranta N, Bardach A, Ciapponi A. Short-Term Exposure to Particulate Matter (PM10 And PM2.5), Nitrogen Dioxide (NO2), and Ozone (O3) and All-Cause and Cause-Specific Mortality: Systematic Review and Meta-Analysis. Environment international. 2020;142(105876):1–15. https://doi.org/10.1016/j.envint.2020.105876
Slama A, ÅšliwczyÅ„ski A, Woźnica-Pyzikiewicz J, Zdrolik M, WiÅ›nicki B, Kubajek J, et al. The Short-Term Effects of Air Pollution on Respiratory Disease Hospitalizations in 5 Cities in Poland: Comparison of Time-Series and Case-Crossover Analyses. Environmental Science and Pollution Research. 2020;27(1):24582–24590. https://doi.org/10.1007/s11356-020-08542-5
Luo L, Dai Y, Zhang F, Chen M, Chen F, Qing F. Time Series Analysis of Ambient Air Pollution Effects on Dynamic Stroke Mortality. The International Journal of Health Planning and Management. 2020;35(1):79–103. https://doi.org/10.1002/hpm.2821
Guo Y, Ma Y, Zhang Y, Huang S, Wu Y, Yu S, Zou F, Cheng J. Time Series Analysis of Ambient Air Pollution Effects on Daily Mortality. Environmental Science and Pollution Research. 2017;24(1):20261–20272. http://dx.doi.org/10.1007/s11356-017-9502-7
Chen J, Hoek G. Long-Term Exposure to PM and All-Cause and Cause-Specific Mortality: A Systematic Review and Meta-Analysis. Environment international. 2020;143(105974):1–23. https://doi.org/10.1016/j.envint.2020.105974
World Health Organization. WHO Air Quality Database 2022: Update April 2022. Geneva: World Health Organization; 2022. https://www.who.int/publications/m/item/who-air-quality-database-2022
District Central Statistic Agency of Special Capital Region of Jakarta. Geographical Location of the Special Capital Region of Jakarta Province, 2020. Jakarta: District Central Statistic Agency of DKI Jakarta; 2020. https://jakarta.bps.go.id/statictable/2021/08/13/240/letak-geografis-provinsi-dki-jakarta-2020.html
Vital Strategies. Main Sources of Air Pollution in Jakarta: Policy Brief. Jakarta: Vital Strategies; 2020. 1–6 p. https://www.vitalstrategies.org/wp-content/uploads/Air-Pollution-in-Jakarta-A-Source-Apportionment-Study_Policy-Brief_ENG.pdf
Central Statistic Agency of Indonesia. Indonesia Environmental Statistics 2021: Energy and Environment. Jakarta: Central Statistic Agency of Indonesia; 2021. 1–281 p. https://www.bps.go.id/publication/2021/11/30/2639657be1e8bd2548469f0f/statistik-lingkungan-hidup-indonesia-2021.html
Governor of the Special Capital Region of Jakarta. Regulation of the Governor of the Special Capital Region of Jakarta No. 33 Year 2020 Concerning Implementation of Large–Scale Social Restriction in Handling Corona Virus Disease 2019 (Covid19) in the Special Capital Region of Jakarta Province. Jakarta: Law Bureau of the Regional Secretariat of Special Capital Region of Jakarta Province; 2020. https://peraturan.bpk.go.id/Home/Details/152475/pergub-prov-dki-jakarta-no-33-tahun-2020
Governor of the Special Capital Region of Jakarta. Regulation of the Governor of the Special Capital Region of Jakarta No. 79 Year 2020 Concerning Implementation of Health Protocol Discipline and Law Enforcement as an Effort to Prevent and Control Corona Virus Disease 2019. Jakarta: Law Bureau of the Regional Secretariat of Special Capital Region of Jakarta Province; 2020. https://peraturan.bpk.go.id/Home/Details/156823/pergub-prov-dki-jakarta-no-79-tahun-2020
Governor of the Special Capital Region of Jakarta. Regulation of the Governor of the Special Capital Region of Jakarta No. 88 Year 2020 Concerning Amendment to Governor Regulation No. 33 Year 2020 Concerning Implementation of Large–Scale Social Restriction in Handling Corona Virus Disease 2019 (Covid19) in the Special Capital Region of Jakarta Province. Jakarta: Law Bureau of the Regional Secretariat of Special Capital Region of Jakarta Province; 2020. https://peraturan.bpk.go.id/Home/Details/166695/pergub-prov-dki-jakarta-no-88-tahun-2020
Farahani VJ, Arhami M. Contribution of Iraqi and Syrian Dust Storms on Particulate Matter Concentration during a Dust Storm Episode in Receptor Cities: Case Study of Tehran. Atmospheric Environment. 2020;222(117163):1–11. https://doi.org/10.1016/j.atmosenv.2019.117163
Venter ZS, Aunan K, Chowdhury S, Lelieveld J. Covid19 Lockdowns cause Global Air Pollution Declines. Proceedings of the National Academy of Sciences. 2020;117(32):18984–18990. www.pnas.org/cgi/doi/10.1073/pnas.2006853117
Anugerah AR, Muttaqin PS, Purnama DA. Effect of Large-Scale Social Restriction (PSBB) during Covid19 on Outdoor Air Quality: Evidence from Five Cities in DKI Jakarta Province, Indonesia. Environmental Research. 2021;197(111164):1–8. https://doi.org/10.1016/j.envres.2021.111164
Rendana M, Idris WMR, Rahim SA. Changes in Air Quality during and After Large-Scale Social Restriction Periods in Jakarta City, Indonesia. Acta Geophysica. 2022:70(1):2161–2169. https://doi.org/10.1007/s11600-022-00873-w
Benchrif A, Wheida A, Tahri M, Shubbar RM, Biswas B. Air Quality during Three Covid19 Lockdown Phases: AQI, PM2.5 and NO2 Assessment in Cities with More than 1 Million Inhabitants. Sustainable Cities and Society. 2021;74(103170):1–21. https://doi.org/10.1016/j.scs.2021.103170
Althuwaynee OF, Pokharel B, Aydda A, Balogun A-L, Kim S-W, Park H-J. Spatial Identification and Temporal Prediction of Air Pollution Sources using Conditional Bivariate Probability Function and Time Series Signature. Journal of Exposure Science & Environmental Epidemiology. 2021;31(1):709–726. https://doi.org/10.1038/s41370-020-00271-8
Kusuma WL, Chih-Da W, Yu-Ting Z, Hapsari HH, Muhamad JL. PM2.5 Pollutant in Asia”A Comparison of Metropolis Cities in Indonesia and Taiwan. International Journal of Environmental Research and Public Health. 2019;16(24):1–12. https://doi.org/10.3390/ijerph16244924
Ministry of Environment and Forestry of the Republic of Indonesia. Regulation of the Minister of Environment and Forestry No. 14 Year 2020 Concerning Air Pollution Standard Index. Jakarta: The Ministry of Environment and Forestry of the Republic of Indonesia; 2020. https://peraturan.bpk.go.id/Home/Details/163466/permen-lhk-no-14-tahun-2020
Brockwell PJ, Davis RA. Introduction to Time Series and Forecasting. New York City: Springer Cham; 2016. https://doi.org/10.1007/978-3-319-29854-2
Ministry of Health of Republic Indonesia. Regulation of Ministry of Health of Republic Indonesia No. 9 Year 2020 concerning The Guideline for Large-Scale Social Restriction for Accelerating Covid19 Containtment. Jakarta: Ministry of Health of Indonesia; 2020.
Rodríguez-Urrego D, Rodríguez-Urrego L. Air Quality during the Covid19: PM2.5 Analysis in the 50 Most Polluted Capital Cities in the World. Environmental Pollution. 2020;266(115042):1–11. https://doi.org/10.1016/j.envpol.2020.115042
Handayani W, Insani TD, Fisher M, Gim T-HT, Mardhotillah S, Adam UE-f. Effects of Covid19 Restriction Measures in Indonesia: A Comparative Spatial and Policy Analysis of Selected Urban Agglomerations. International Journal of Disaster Risk Reduction. 2022;76(103015):1–30. https://doi.org/10.1016/j.ijdrr.2022.103015
Onishi K, Sekiyama TT, Nojima M, Kurosaki Y, Fujitani Y, Otani S, et al. Prediction of Health Effects of Cross-Border Atmospheric Pollutants using An Aerosol Forecast Model. Environment International. 2018;117(1):48–56. https://doi.org/10.1016/j.envint.2018.04.035
Kim SK, van Gevelt T, Joosse P, Bennett MM. Transboundary Air Pollution and Cross-Border Cooperation: Insights from Marine Vessel Emissions Regulations in Hong Kong and Shenzhen. Sustainable Cities and Society. 2022;80(103774):1–9. https://doi.org/10.1016/j.scs.2022.103774
Nguyen TT, Pham HV, Lasko K, Bui MT, Laffly D, Jourdan A, et al. Spatiotemporal Analysis of Ground and Satellite-Based Aerosol for Air Quality Assessment in the Southeast Asia Region. Environmental Pollution. 2019;255(113106):1–12. https://doi.org/10.1016/j.envpol.2019.113106
Singh N, Banerjee T, Deboudt K, Chakraborty A, Khan MF, Latif MT. Sources, Composition, and Mixing State of Submicron Particulates over the Central Indo-Gangetic Plain. ACS Earth and Space Chemistry. 2021;5(8):2052–2065. https://doi.org/10.1021/acsearthspacechem.1c00130
Amini H, Danesh-Yazdi M, Di Q, Requia W, Wei Y, Abu-Awad Y, Shi L, Franklin M, Kang C-M, Wolfson J. Hyperlocal Super-Learned PM2.5 Components Across the Contiguous US. Research Square. 2022;1(1):1–79. https://doi.org/10.21203/rs.3.rs-1745433/v1
Oberschelp C, Pfister S, Hellweg S. Globally Regionalized Monthly Life Cycle Impact Assessment of Particulate Matter. Environmental Science & Technology. 2020;54(24):16028–16038. https://dx.doi.org/10.1021/acs.est.0c05691
Hassan H, Latif MT, Juneng L, Amil N, Khan MF, Fujii Y, et al. Chemical characterization and Sources Identification of PM2.5 in A Tropical Urban City during Non-Hazy Conditions. Urban Climate. 2021;39(100953):1–18 https://doi.org/10.1016/j.uclim.2021.100953
Province Environmental Office of Special Capital Region of Jakarta. Inventorization Report of Air Pollution in Jakarta. Jakarta; 2020. https://rendahemisi.jakarta.go.id/page/downloadContentFile/173
Stojanowska A, Mach T, Olszowski T, BihaÅ‚owicz JS, Górka M, Rybak J, et al. Air Pollution Research Based on Spider Web and Parallel Continuous Particulate Monitoring”A Comparison Study Coupled with Identification of Sources. Minerals. 2021;11(8):1–20. https://doi.org/10.3390/min11080812
Kim A, Jung J, Hong J, Yoon S-J. Time Series Analysis of Meteorological Factors and Air Pollutants and their Association with Hospital Admissions for Acute Myocardial Infarction in Korea. International Journal of Cardiology. 2021;322(1):220–226. https://doi.org/10.1016/j.ijcard.2020.08.060
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