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Spatiotemporal Analysis of COVID-19 Lockdown Impact on the Land Surface Temperatures of Different Land Cover Types in Louisiana

DOI: 10.4236/jgis.2023.155023, PP. 458-481

Keywords: Urban Heat Island, Anthropogenic Activities, Greenhouse Gas, Greenspace, Wetlands

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Abstract:

The COVID-19 pandemic posed a serious threat to life on the entire planet, necessitating the imposition of a lockdown mechanism that restricted people’s movements to stop the disease’s spread. This period experienced a decline in air pollution emissions and some environmental changes, offering a rare opportunity to understand the effects of fewer human activities on the earth’s temperature. Hence, this study compares the changes in Land Surface Temperature (LST) that were observed prior to the pandemic (March & April 2019) and during the pandemic lockdown (March & April 2020) of three parishes in Louisiana. The data for this study was acquired using Landsat 8 Thermal Infrared Sensor (TIRS) Level 2, Collection 2, Tier 2 from the Google Earth Engine Catalog. For better visualization, the images that were derived had a cloud cover of less than 10%. Also, images for the three study areas were processed and categorized into four main classes: water, vegetation, built-up areas, and bare lands using a Random Forest Supervised Classification Algorithm. To improve the accuracy of the image classifications, three Normalized Difference Indices namely the Normalized Difference Vegetation Index (NDVI), Normalized Difference Water Index (NDWI) and Normalized Difference Built-Up Index (NDBI) were employed using the Near Infrared (NIR), Red, Green and SWIR bands for the calculations. After, these images were processed in Google Earth Engine to generate the LST products gridded at 30 m with a higher spatial resolution of 100 m according to the pre-pandemic (2019) and lockdown (2020) periods for the three study areas. Results of this study showed a decrease in LST values of the land cover classes from 2019 to 2020, with LST values in East Baton Parish decreasing from 44°C to 38°C, 42°C to 38°C in Lafayette Parish, and 43°C to 38°C in Orleans Parish. The variations in the LST values therefore indicate the impact of fewer anthropogenic factors on the earth’s temperature which requires regulatory and mitigative measures to continually reduce LST and control microclimate, especially in urban areas.

References

[1]  Akorede, M.F., Hizam, H. and Aris, Z.K. (2012) Mitigating the Anthropogenic Global Warming in the Electric Power Industry. Renewable and Sustainable Energy Reviews, 16, 2747-2761.
https://doi.org/10.1016/j.rser.2012.02.037
[2]  Jallu, S.B., Shaik, R.U., Srivastav, R. and Pignatta, G. (2022) Assessing the Effect of COVID-19 Lockdown on Surface Urban Heat Island for Different Land Use/Cover Types Using Remote Sensing. Energy Nexus, 5, Article ID: 100056.
https://doi.org/10.1016/j.nexus.2022.100056
[3]  Shaftel, H., Callery, S. and Bailey, R.J. (2022) The Causes of Climate Change: Human Activities Are Driving the Global Warming Trend Observed since the Mid-20th Century. NASA—Global Climate Change: Vital Signs of the Planet.
https://climate.nasa.gov/causes/#otp_the_role_of_humans
[4]  Levy, P.P. (2022) Earth Oservatory: Land Surface Temperature. National Aeronautics and Space Administration.
https://earthobservatory.nasa.gov/global-maps/MOD_LSTD_M
[5]  United States Environmental Protection Agency (2022) Report on the Environment.
https://www.epa.gov/report-environment/
[6]  Ibrahim, l., Samah, A.A. and Noor, R.F. (2016) The Land Surface Temperature Impact to Land Cover Types. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLI-B3, 871-876.
https://doi.org/10.5194/isprs-archives-XLI-B3-871-2016
[7]  Sarker, T. (2020) Role of Climatic and Non-Climatic Factors on Land Use and Land Cover Change in the Arctic: A Comparative Analysis of Vorkuta and Salekhard. George Washington Libraries.
https://scholarspace.library.gwu.edu/etd/6969z1516
[8]  Twumasi, Y.A., Merem, E.C., Namwamba, J.B., Mwakimi, O.S., Ayala-Silva, T., Frimpong, D.B., Petja, B.M., et al. (2021) Estimation of Land Surface Temperature from Landsat-8 OLI Thermal Infrared Satellite Data. A Comparative Analysis of Two Cities in Ghana. Advances in Remote Sensing, 10, 131-149.
https://doi.org/10.4236/ars.2021.104009
[9]  Lindsey, R. (2021) Climate Change: Global Sea Level.
https://www.climate.gov/news-features/understanding-climate/climate-change-global-sea-level
[10]  IPCC: Intergovernmental Panel on Climate Change (2019) IPCC Special Report on the Ocean and Cryosphere in a Changing Climate.
https://www.ipcc.ch/site/assets/uploads/sites/3/2019/12/02_SROCC_FM_FINAL.pdf
[11]  Teufel, B., Sushama, L., Poitras, V., Dukhan, T., Bélair, S., Miranda-Moreno, L., Bitsuamlak, G., et al. (2021) Impact of COVID-19-Related Traffic Slowdown on Urban Heat Characteristics. Atmosphere, 12, Article 243.
https://doi.org/10.3390/atmos12020243
[12]  USAFacts (2022) Climate in East Baton Rouge Parish, Louisiana.
https://usafacts.org/issues/climate/state/louisiana/county/east-baton-rouge-parish
[13]  Shailendra, J.K. and Taylor, R. (2018) Remote Sensing of Water Resources, Disasters, and Urban Studies. CRC Press, Boca Raton.
[14]  Jothimani, M., Gunalan, J. and Abel, R.D. (2021) Study the Relationship between LULC, LST, NDVI, NDWI and NDBI in Greater Arba Minch Area, Rift Valley, Ethiopia. Atlantis Highlights in Computer Sciences, 4, 183-193.
https://doi.org/10.2991/ahis.k.210913.023
[15]  Ardoin, K. (2022) Louisiana Facts—Complied by Kyle Ardoin: Secretary of State.
https://www.sos.la.gov/HistoricalResources/PublishedDocuments/LouisianaFactsBooklet.pdf
[16]  United States Census Bureau (2021) QuicFacts—East Baton Rouge Parish, Louisiana.
https://www.census.gov/quickfacts/eastbatonrougeparishlouisiana
[17]  Abdollahi, K., Ning, Z., Legiandenyi, T. and Khanal, P. (2012) Urban Forest Ecosystem Structure, Function and Value—Baton Rouge, Louisiana.
https://doi.org/10.13140/RG.2.2.31065.36967
[18]  Peters, E. (2022) What Type Of Climate Does Baton Rouge Have?
https://partyshopmaine.com/baton-rouge/what-type-of-climate-does-baton-rouge-have/
[19]  Frimpong, D.B., Twumasi, Y.A., Ning, Z.H., Asare-Ansah, A.B., Anokye, M., Loh, P.M., Namwamba, J., et al. (2022) Assessing the Impact of Land Use and Land Cover Change on Air Quality in East Baton Rouge—Louisiana Using Earth Observation Techniques. Advances in Remote Sensing, 11, 106-119.
https://doi.org/10.4236/ars.2022.113007
[20]  Publications, T. (2022) Lafayette: A Place to Do Business.
https://townsquarepublications.com/major-industries-in-lafayette-la/
[21]  Gitelson, A.A., Kaufman, Y.J. and Merzlyak, Y.J. (2003) Use of a Green Channel in Remote Sensing of Global Vegetation from EOS-MODIS. Remote Sensing of Environment, 58, 289-298.
https://doi.org/10.1016/S0034-4257(96)00072-7
[22]  Gao, B.C. (1996) A Normalized Difference Water Index for Remote Sensing of Vegetation Liquid Water from Space. Remote Sensing of Environment, 58, 257-266.
https://doi.org/10.1016/S0034-4257(96)00067-3
[23]  Zha, Y., Gao, J. and Ni, S. (2003) Use of Normalized Difference Built-Up Index in Automatically Mapping Urban Areas from TM Imagery. International Journal of Remote Sensing, 24, 583-594.
https://doi.org/10.1080/01431160304987
[24]  Jovanovska, U.A. (2016) Algorithm for Automated Mapping of Land Surface Temperature Using LANDSAT 8 Satellite Data. Journal of Sensors, 2016, Article ID: 1480307.
https://doi.org/10.1155/2016/1480307
[25]  Modest, M.F. (2013) Radiative Heat Transfer. Academic Press, Cambridge.
https://doi.org/10.1016/B978-0-12-386944-9.50023-6
[26]  Ziaul, S. and Pal, S. (2017) Detection of Land Use and Land Cover Change and Land Surface Temperature in English Bazar Urban Centre. The Egyptian Journal of Remote Sensing and Space Sciences, 20, 125-145.
https://doi.org/10.1016/j.ejrs.2016.11.003
[27]  Tong, Z., Yu, Y. and Wang, Y.X. (2022) Study on the Impact of Urban Green Space on Urban Heat Island Effect in Beijing-Tianjin-Hebei Region, China. Academic Journal of Humanities & Social Sciences, 5, 4-6.
[28]  Parida, B.R., Bar, S., Kaskaoutis, D., Pandey, A.C., Polade, S.D. and Goaswami, S. (2021) Impact of COVID-19 Induced Lockdown on Land Surface Temperature, Aerosol, and Urban Heat in Europe and North America. Sustainable Cities and Society, 75, Article ID: 103336.
https://doi.org/10.1016/j.scs.2021.103336

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