THE IMPACT OF COVID-19 OUTBREAK ON AIR POLLUTION LEVELS USING ARIMA INTERVENTION MODELLING: A CASE STUDY OF JAKARTA, INDONESIA

Dyah Makutaning Dewi, A. Romadhon, Istu Indah Setyaningsih, I. Wulansari
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Abstract

Jakarta is a region with a high number of COVID-19 cases in Indonesia. This study investigates the impact of the COVID-19 pandemic and the resulting large scale social restriction on air pollution levels in Jakarta, Indonesia, by studying particulate matter (PM10) levels. This study employs ARIMA intervention using daily COVID-19 case data from January 1, 2020 to September 30, 2020 (the period before and after the first case of COVID-19 in Indonesia on March 2, 2020). The analysis shows COVID-19 started to impact PM10 in Jakarta on the 11th day after confirming the first case in Indonesia, which is indicated by an unordinary increase in PM10 level. However, on the 12th day after intervention, the PM10 level decreases. This occurred at the beginning of the period when large-scale social restrictions are imposed. However, one month after intervention, PM10 increases again and continues to increase until the end of the study. This is allegedly because people are accustomed to being ignorant and bored with the pandemic situation. Social restrictions and movements are no longer effective, which results in the rise of PM10 levels again. Hence, it can be concluded that COVID-19 impacts air quality in Jakarta even though the impact is minimal and in the short term.
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利用arima干预模型研究COVID-19疫情对空气污染水平的影响:以印度尼西亚雅加达为例
雅加达是印度尼西亚新冠肺炎病例最多的地区。本研究通过研究可吸入颗粒物(PM10)水平,调查了2019冠状病毒病大流行及其对印度尼西亚雅加达空气污染水平的大规模社会限制的影响。本研究采用ARIMA干预,使用2020年1月1日至2020年9月30日(2020年3月2日印度尼西亚出现第一例COVID-19病例前后)的每日COVID-19病例数据。分析结果显示,在印度尼西亚确诊首例新冠肺炎病例后的第11天,雅加达的PM10开始受到影响,这体现在PM10水平异常上升。但在干预后第12天,PM10水平下降。这种情况发生在实行大规模社会限制的初期。然而,干预一个月后,PM10再次增加,并继续增加,直到研究结束。据称,这是因为人们习惯了对疫情的无知和厌倦。社会限制和行动不再有效,这导致PM10水平再次上升。因此,可以得出结论,COVID-19影响了雅加达的空气质量,尽管影响很小,而且是短期的。
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