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Spatio-temporal analysis of nitrogen dioxide (NO(2)) from Sentinel-5P imageries using Google Earth Engine changes during the COVID-19 social restriction policy in jakarta
The number of cases due to COVID-19 is increasing, especially in Jakarta, requiring the government to establish a policy of social restrictions. The policy impacting the mobility of people using motor vehicles becomes limited, affecting air quality such as Nitrogen Dioxide (NO(2)). NO(2) concentrati...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
National Institute of Natural Hazards, Ministry of Emergency Management of China. Publishing services provided by Elsevier B.V. on behalf of KeAi Communications Co. Ltd.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10166263/ http://dx.doi.org/10.1016/j.nhres.2023.02.006 |
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author | Faisal, Moh Jaelani, Lalu Muhamad |
author_facet | Faisal, Moh Jaelani, Lalu Muhamad |
author_sort | Faisal, Moh |
collection | PubMed |
description | The number of cases due to COVID-19 is increasing, especially in Jakarta, requiring the government to establish a policy of social restrictions. The policy impacting the mobility of people using motor vehicles becomes limited, affecting air quality such as Nitrogen Dioxide (NO(2)). NO(2) concentrations can be determined using the Sentinel-5P satellite using Google Earth Engine. This study analyzed NO(2) changes and people's mobility in residential and workplace categories through google mobility data in Jakarta spatially and temporally for January 2020 to December 2021. The Pearson's correlation (R) between NO(2) from Sentinel-5P imageries and air quality monitoring stations was 0.426–0.736, indicating a moderate to strong correlation with a p-value <0.05. The decrease in NO(2) occurred at the beginning of the Large-Scale Social Restriction (PSBB) from April 2020 to May 2020 and the Implementation of Restrictions on Social Activities (PPKM) policy from July 2021 to August 2021; it was −11.381 μmol/m(2) and -23.195 μmol/m(2), with very low and low mobility in the residential and workplace categories. The area that experienced a change in NO(2) increase of 1 μmol/m(2), the highest occurred from May 2021 to June 2021 at 641.571 km(2). Meanwhile, from November 2020 to December 2020, no area experienced an increase of 1 μmol/m(2). We discovered that there were a number of anomalies when people's mobility in the residential and workplace category was very high, NO(2) actually decreased. This anomaly shows that the decrease in NO(2) is influenced by decreased mobility and other factors such as precipitation. |
format | Online Article Text |
id | pubmed-10166263 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | National Institute of Natural Hazards, Ministry of Emergency Management of China. Publishing services provided by Elsevier B.V. on behalf of KeAi Communications Co. Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-101662632023-05-09 Spatio-temporal analysis of nitrogen dioxide (NO(2)) from Sentinel-5P imageries using Google Earth Engine changes during the COVID-19 social restriction policy in jakarta Faisal, Moh Jaelani, Lalu Muhamad Natural Hazards Research Article The number of cases due to COVID-19 is increasing, especially in Jakarta, requiring the government to establish a policy of social restrictions. The policy impacting the mobility of people using motor vehicles becomes limited, affecting air quality such as Nitrogen Dioxide (NO(2)). NO(2) concentrations can be determined using the Sentinel-5P satellite using Google Earth Engine. This study analyzed NO(2) changes and people's mobility in residential and workplace categories through google mobility data in Jakarta spatially and temporally for January 2020 to December 2021. The Pearson's correlation (R) between NO(2) from Sentinel-5P imageries and air quality monitoring stations was 0.426–0.736, indicating a moderate to strong correlation with a p-value <0.05. The decrease in NO(2) occurred at the beginning of the Large-Scale Social Restriction (PSBB) from April 2020 to May 2020 and the Implementation of Restrictions on Social Activities (PPKM) policy from July 2021 to August 2021; it was −11.381 μmol/m(2) and -23.195 μmol/m(2), with very low and low mobility in the residential and workplace categories. The area that experienced a change in NO(2) increase of 1 μmol/m(2), the highest occurred from May 2021 to June 2021 at 641.571 km(2). Meanwhile, from November 2020 to December 2020, no area experienced an increase of 1 μmol/m(2). We discovered that there were a number of anomalies when people's mobility in the residential and workplace category was very high, NO(2) actually decreased. This anomaly shows that the decrease in NO(2) is influenced by decreased mobility and other factors such as precipitation. National Institute of Natural Hazards, Ministry of Emergency Management of China. Publishing services provided by Elsevier B.V. on behalf of KeAi Communications Co. Ltd. 2023-06 2023-02-24 /pmc/articles/PMC10166263/ http://dx.doi.org/10.1016/j.nhres.2023.02.006 Text en © 2023 National Institute of Natural Hazards, Ministry of Emergency Management of China. Publishing services provided by Elsevier B.V. on behalf of KeAi Communications Co. Ltd. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Faisal, Moh Jaelani, Lalu Muhamad Spatio-temporal analysis of nitrogen dioxide (NO(2)) from Sentinel-5P imageries using Google Earth Engine changes during the COVID-19 social restriction policy in jakarta |
title | Spatio-temporal analysis of nitrogen dioxide (NO(2)) from Sentinel-5P imageries using Google Earth Engine changes during the COVID-19 social restriction policy in jakarta |
title_full | Spatio-temporal analysis of nitrogen dioxide (NO(2)) from Sentinel-5P imageries using Google Earth Engine changes during the COVID-19 social restriction policy in jakarta |
title_fullStr | Spatio-temporal analysis of nitrogen dioxide (NO(2)) from Sentinel-5P imageries using Google Earth Engine changes during the COVID-19 social restriction policy in jakarta |
title_full_unstemmed | Spatio-temporal analysis of nitrogen dioxide (NO(2)) from Sentinel-5P imageries using Google Earth Engine changes during the COVID-19 social restriction policy in jakarta |
title_short | Spatio-temporal analysis of nitrogen dioxide (NO(2)) from Sentinel-5P imageries using Google Earth Engine changes during the COVID-19 social restriction policy in jakarta |
title_sort | spatio-temporal analysis of nitrogen dioxide (no(2)) from sentinel-5p imageries using google earth engine changes during the covid-19 social restriction policy in jakarta |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10166263/ http://dx.doi.org/10.1016/j.nhres.2023.02.006 |
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