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Statistical Modeling on the Severity of Unhealthy Air Pollution Events in Malaysia

Author

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  • Nurulkamal Masseran

    (Department of Mathematical Sciences, Faculty of Science and Technology, Universiti Kebangsaan Malaysia (UKM), Bangi 43600, Selangor, Malaysia)

  • Muhammad Aslam Mohd Safari

    (Department of Mathematics and Statistics, Faculty of Science, Universiti Putra Malaysia (UPM), Serdang 43400, Selangor, Malaysia)

Abstract

This study proposes the concept of severity as an alternative measure of extreme air pollution events. Information about severity can be derived from the cumulative effect of air pollution events, which can be determined from unhealthy Air Pollution Index (API) values that occur for a consecutive period. On the basis of the severity, an analysis of extreme air pollution events can be obtained through the application of the generalized extreme-value (GEV) model. A case study was conducted using hourly API data in Klang, Malaysia, from 1 January 1997 to 31 August 2020. The block-maxima approach was integrated with information about monsoon seasons to determine suitable data points for GEV modeling. Based on the GEV model, the estimated severity levels corresponding to their return periods are determined. The results reveal that pollution severity in Klang tends to rise with increases in the length of return periods that are measured based on seasonal monsoons as a temporal scale. In conclusion, the return period for severity provides a good basis for measuring the risk of recurrence of extreme pollution events.

Suggested Citation

  • Nurulkamal Masseran & Muhammad Aslam Mohd Safari, 2022. "Statistical Modeling on the Severity of Unhealthy Air Pollution Events in Malaysia," Mathematics, MDPI, vol. 10(16), pages 1-15, August.
  • Handle: RePEc:gam:jmathe:v:10:y:2022:i:16:p:3004-:d:893161
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    1. Natalia Davidson & Oleg Mariev & Sophia Turkanova, 2021. "Does income inequality matter for CO2 emissions in Russian regions?," Equilibrium. Quarterly Journal of Economics and Economic Policy, Institute of Economic Research, vol. 16(3), pages 533-551, September.
    2. Nurulkamal Masseran, 2021. "Modeling the Characteristics of Unhealthy Air Pollution Events: A Copula Approach," IJERPH, MDPI, vol. 18(16), pages 1-18, August.
    3. Manuel G. Scotto & Susana M. Barbosa & Andr�s M. Alonso, 2011. "Extreme value and cluster analysis of European daily temperature series," Journal of Applied Statistics, Taylor & Francis Journals, vol. 38(12), pages 2793-2804, March.
    4. French, Joshua & Kokoszka, Piotr & Stoev, Stilian & Hall, Lauren, 2019. "Quantifying the risk of heat waves using extreme value theory and spatio-temporal functional data," Computational Statistics & Data Analysis, Elsevier, vol. 131(C), pages 176-193.
    5. Nurulkamal Masseran & Saiful Izzuan Hussain, 2020. "Copula Modelling on the Dynamic Dependence Structure of Multiple Air Pollutant Variables," Mathematics, MDPI, vol. 8(11), pages 1-15, October.
    6. Nurulkamal Masseran, 2022. "Power-law behaviors of the severity levels of unhealthy air pollution events," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 112(2), pages 1749-1766, June.
    7. Leonardo Noto & Goffredo La Loggia, 2009. "Use of L-Moments Approach for Regional Flood Frequency Analysis in Sicily, Italy," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 23(11), pages 2207-2229, September.
    8. Shreosi Sanyal & Thierry Rochereau & Cara Nichole Maesano & Laure Com-Ruelle & Isabella Annesi-Maesano, 2018. "Long-Term Effect of Outdoor Air Pollution on Mortality and Morbidity: A 12-Year Follow-Up Study for Metropolitan France," IJERPH, MDPI, vol. 15(11), pages 1-8, November.
    9. Pier Mannuccio Mannucci & Massimo Franchini, 2017. "Health Effects of Ambient Air Pollution in Developing Countries," IJERPH, MDPI, vol. 14(9), pages 1-8, September.
    10. Venelin Todorov & Ivan Dimov, 2022. "Innovative Digital Stochastic Methods for Multidimensional Sensitivity Analysis in Air Pollution Modelling," Mathematics, MDPI, vol. 10(12), pages 1-14, June.
    11. Maitreyee Bose & Timothy Larson & Adam A. Szpiro, 2018. "Adaptive predictive principal components for modeling multivariate air pollution," Environmetrics, John Wiley & Sons, Ltd., vol. 29(8), December.
    12. Jiaojiao Lü & Leichao Liang & Yi Feng & Rena Li & Yu Liu, 2015. "Air Pollution Exposure and Physical Activity in China: Current Knowledge, Public Health Implications, and Future Research Needs," IJERPH, MDPI, vol. 12(11), pages 1-11, November.
    13. Yunn Shin Jocelyne Chin & Laura De Pretto & Vivek Thuppil & Matthew J Ashfold, 2019. "Public awareness and support for environmental protection—A focus on air pollution in peninsular Malaysia," PLOS ONE, Public Library of Science, vol. 14(3), pages 1-21, March.
    14. Sanghoo Yoon & Bungon Kumphon & Jeong-Soo Park, 2015. "Spatial modeling of extreme rainfall in northeast Thailand," Journal of Applied Statistics, Taylor & Francis Journals, vol. 42(8), pages 1813-1828, August.
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