Research Article

Spatial-Temporary Analysis of Istanbul Air Pollution During the Pandemic using Google Earth Engine and Google Community Mobility Reports

Volume: 6 Number: 1 June 30, 2023
TR

Spatial-Temporary Analysis of Istanbul Air Pollution During the Pandemic using Google Earth Engine and Google Community Mobility Reports

Abstract

The Covid-19 pandemic has brought drastic changes to people's daily life and environmental characteristics. To control the pandemic, all governments have implemented particular policies for their countries and imposed restrictions that affect people's daily life. The traffic index has decreased in many countries and cities depending on the restrictions. Therefore, restrictions in many countries and cities have positively impacted air quality. However, the opposite has also been observed in metropolitan cities. In this study, the change in the air quality of Istanbul, which is accepted as Turkey's largest metropolitan city, has been examined. First, the spatio-temporal distribution of air pollutants (NO2, CO, and SO2) has been analyzed using Sentinel-5P NRTI satellite images. Then six independent variable groups (traffic index of Istanbul, daily deaths in Istanbul, Google community mobility reports of Istanbul, fuel prices, stringency index of Turkey, two logical attributes regarding the Covid-19 restrictions and in-class education) were collected and combined to analyze the correlations between these variable groups and air pollutant concentrations. According to the spatial distribution graphs, there is a tendency to decrease NO2, CO, and SO2 pollutant concentrations in Istanbul when the restrictions are applied in Turkey. There was no significant relationship between the decrease in community mobility in Istanbul and pollutant concentrations, although an increase in air quality has been observed in many cities due to the restrictions of the Covid-19 pandemic.

Keywords

References

  1. [1] Ghasempour F, Sekertekin A, Kutoglu S H "Google Earth Engine based spatio-temporal analysis of air pollutants before and during the first wave COVID-19 outbreak over Turkey via remote sensing". Journal of Cleaner Production, 319, 128599, 2021.
  2. [2] Chen Y, Qin R, Zhang G, Albanwan H "Spatial temporal analysis of traffic patterns during the COVID-19 epidemic by vehicle detection using planet remote-sensing satellite images". Remote Sensing, 13(2), 208, 2021.
  3. [3] Singh M, Singh BB, Singh R, Upendra B, Kaur R, Gill SS, Biswas MS "Quantifying COVID-19 enforced global changes in atmospheric pollutants using cloud computing based remote sensing". Remote Sensing Applications: Society and Environment, 22, 100489, 2021.
  4. [4] Elshorbany YF, Kapper HC, Ziemke JR, Parr SA "The status of air quality in the United States during the COVID-19 pandemic: A remote sensing perspective". Remote Sensing, 13(3), 369, 2021.
  5. [5] Bustamante-Calabria M, Sánchez de Miguel A, Martín-Ruiz S, Ortiz JL, Vílchez JM, Pelegrina A, Gaston KJ "Effects of the COVID-19 lockdown on urban light emissions: ground and satellite comparison". Remote Sensing, 13(2), 258, 2021.
  6. [6] Venter ZS, Aunan K, Chowdhury S, Lelieveld J "COVID-19 lockdowns cause global air pollution declines". Proceedings of the National Academy of Sciences, 117(32), 18984-18990, 2020.
  7. [7] Shen L, Zhao T, Wang H, Liu J, Bai Y, Kong S, Shu Z "Importance of meteorology in air pollution events during the city lockdown for COVID-19 in Hubei Province, Central China". Science of the Total Environment, 754, 142227, 2021.
  8. [8] Faisal M, Adi Prakoso K, Sanjaya H, Rohmaneo Darminto M "Spatio-Temporal Analysis of Air Pollutants Changes During The COVID-19 Using Sentinel-5P in Google Earth Engine (Case Study: Java Island)". 2021 IEEE Asia-Pacific Conference on Geoscience, Electronics and Remote Sensing Technology (AGERS), pp. 102-108, 2021.

Details

Primary Language

English

Subjects

Engineering

Journal Section

Research Article

Publication Date

June 30, 2023

Submission Date

October 5, 2022

Acceptance Date

December 29, 2022

Published in Issue

Year 2023 Volume: 6 Number: 1

APA
Çavdaroğlu, G. Ç., & Arık, A. O. (2023). Spatial-Temporary Analysis of Istanbul Air Pollution During the Pandemic using Google Earth Engine and Google Community Mobility Reports. Veri Bilimi, 6(1), 1-14. https://izlik.org/JA27AH76SD
AMA
1.Çavdaroğlu GÇ, Arık AO. Spatial-Temporary Analysis of Istanbul Air Pollution During the Pandemic using Google Earth Engine and Google Community Mobility Reports. Data Sci. J. 2023;6(1):1-14. https://izlik.org/JA27AH76SD
Chicago
Çavdaroğlu, G. Çiğdem, and Ahmet Okan Arık. 2023. “Spatial-Temporary Analysis of Istanbul Air Pollution During the Pandemic Using Google Earth Engine and Google Community Mobility Reports”. Veri Bilimi 6 (1): 1-14. https://izlik.org/JA27AH76SD.
EndNote
Çavdaroğlu GÇ, Arık AO (June 1, 2023) Spatial-Temporary Analysis of Istanbul Air Pollution During the Pandemic using Google Earth Engine and Google Community Mobility Reports. Veri Bilimi 6 1 1–14.
IEEE
[1]G. Ç. Çavdaroğlu and A. O. Arık, “Spatial-Temporary Analysis of Istanbul Air Pollution During the Pandemic using Google Earth Engine and Google Community Mobility Reports”, Data Sci. J., vol. 6, no. 1, pp. 1–14, June 2023, [Online]. Available: https://izlik.org/JA27AH76SD
ISNAD
Çavdaroğlu, G. Çiğdem - Arık, Ahmet Okan. “Spatial-Temporary Analysis of Istanbul Air Pollution During the Pandemic Using Google Earth Engine and Google Community Mobility Reports”. Veri Bilimi 6/1 (June 1, 2023): 1-14. https://izlik.org/JA27AH76SD.
JAMA
1.Çavdaroğlu GÇ, Arık AO. Spatial-Temporary Analysis of Istanbul Air Pollution During the Pandemic using Google Earth Engine and Google Community Mobility Reports. Data Sci. J. 2023;6:1–14.
MLA
Çavdaroğlu, G. Çiğdem, and Ahmet Okan Arık. “Spatial-Temporary Analysis of Istanbul Air Pollution During the Pandemic Using Google Earth Engine and Google Community Mobility Reports”. Veri Bilimi, vol. 6, no. 1, June 2023, pp. 1-14, https://izlik.org/JA27AH76SD.
Vancouver
1.G. Çiğdem Çavdaroğlu, Ahmet Okan Arık. Spatial-Temporary Analysis of Istanbul Air Pollution During the Pandemic using Google Earth Engine and Google Community Mobility Reports. Data Sci. J. [Internet]. 2023 Jun. 1;6(1):1-14. Available from: https://izlik.org/JA27AH76SD