IDEAS home Printed from https://ideas.repec.org/a/gam/jeners/v13y2020i22p6044-d447470.html
   My bibliography  Save this article

Analyzing COVID-19 Impacts on Vehicle Travels and Daily Nitrogen Dioxide (NO 2 ) Levels among Florida Counties

Author

Listed:
  • Alican Karaer

    (Department of Civil and Environmental Engineering, FAMU-FSU College of Engineering, Florida State University, Tallahassee, FL 32310, USA)

  • Nozhan Balafkan

    (StormGeo Inc., 5011 Bergen, Norway)

  • Michele Gazzea

    (Department of Computer Science, Electrical Engineering and Mathematical Sciences, Western Norway University of Applied Sciences, 5063 Bergen, Norway)

  • Reza Arghandeh

    (Department of Computer Science, Electrical Engineering and Mathematical Sciences, Western Norway University of Applied Sciences, 5063 Bergen, Norway)

  • Eren Erman Ozguven

    (Department of Civil and Environmental Engineering, FAMU-FSU College of Engineering, Florida State University, Tallahassee, FL 32310, USA)

Abstract

The COVID-19 outbreak and ensuing social distancing behaviors resulted in substantial reduction on traffic, making this a unique experiment on observing the air quality. Such an experiment is also supplemental to the smart city concept as it can help to identify whether there is a delay on air quality improvement during or after a sharp decline on traffic and to determine what, if any, factors are contributing to that time lag. As such, this study investigates the immediate impacts of COVID-19 causing abrupt declines on traffic and NO 2 concentration in all Florida Counties through March 2020. Daily tropospheric NO 2 concentrations were extracted from the Sentinel-5 Precursor satellite and vehicle mile traveled (VMT) estimates were acquired from cell phone mobility records. It is observed that overall impacts of the COVID-19 response in Florida have started in the first half of the March 2020, two weeks earlier than the official stay-at-home orders, and resulted in 54.07% and 59.68% decrease by the end of the month on NO 2 and VMT, respectively. Further, a cross-correlation based dependency analysis was conducted to analyze the similarities and associated time lag between 7-day moving averages of VMT and NO 2 concentrations of the 67 counties. Although such reduction is unprecedented for both data sets, results indicate a strong correlation and this correlation increases with the identification of a time lag between VMT and NO 2 concentration. Majority of the counties have no time lag between VMT and NO 2 concentration; however, a cluster of South Florida counties presents earlier decrease on NO 2 concentration compare to VMT, which indicates that the air quality improvements in those counties are not traffic related. Investigation on the socioeconomic factors indicates that population density and income level have no significant impact on the time lag between traffic and air quality improvements in light of COVID-19.

Suggested Citation

  • Alican Karaer & Nozhan Balafkan & Michele Gazzea & Reza Arghandeh & Eren Erman Ozguven, 2020. "Analyzing COVID-19 Impacts on Vehicle Travels and Daily Nitrogen Dioxide (NO 2 ) Levels among Florida Counties," Energies, MDPI, vol. 13(22), pages 1-17, November.
  • Handle: RePEc:gam:jeners:v:13:y:2020:i:22:p:6044-:d:447470
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1996-1073/13/22/6044/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1996-1073/13/22/6044/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Editorial, 2020. "Covid-19 and Climate Change," Journal, Review of Agrarian Studies, vol. 10(1), pages 5-6, January-J.
    2. Steve Cicala & Stephen P. Holland & Erin T. Mansur & Nicholas Z. Muller & Andrew J. Yates, 2020. "Expected Health Effects of Reduced Air Pollution from COVID-19 Social Distancing," NBER Working Papers 27135, National Bureau of Economic Research, Inc.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Truong, Dothang, 2021. "Estimating the impact of COVID-19 on air travel in the medium and long term using neural network and Monte Carlo simulation," Journal of Air Transport Management, Elsevier, vol. 96(C).
    2. Kishan Mahmud & Dinesh Panday & Anaas Mergoum & Ali Missaoui, 2021. "Nitrogen Losses and Potential Mitigation Strategies for a Sustainable Agroecosystem," Sustainability, MDPI, vol. 13(4), pages 1-23, February.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Andrea Baranzini & Stefano Carattini & Linda Tesauro, 2021. "Designing Effective and Acceptable Road Pricing Schemes: Evidence from the Geneva Congestion Charge," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 79(3), pages 417-482, July.
    2. Brodeur, Abel & Cook, Nikolai & Wright, Taylor, 2021. "On the effects of COVID-19 safer-at-home policies on social distancing, car crashes and pollution," Journal of Environmental Economics and Management, Elsevier, vol. 106(C).
    3. Patrycja Klusak & Matthew Agarwala & Matt Burke & Moritz Kraemer & Kamiar Mohaddes, 2023. "Rising Temperatures, Falling Ratings: The Effect of Climate Change on Sovereign Creditworthiness," Management Science, INFORMS, vol. 69(12), pages 7468-7491, December.
    4. David Klenert & Franziska Funke & Linus Mattauch & Brian O’Callaghan, 2020. "Five Lessons from COVID-19 for Advancing Climate Change Mitigation," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 76(4), pages 751-778, August.
    5. Nguyen, Minh-Hoang & Vuong, Quan-Hoang, 2020. "The third finding concerning a missing cultural value: a bibliometric analysis using the Web of Science," OSF Preprints jbcx3, Center for Open Science.
    6. Timothy J. Garrett & Matheus R. Grasselli & Stephen Keen, 2020. "Past production constrains current energy demands: persistent scaling in global energy consumption and implications for climate change mitigation," Papers 2006.03718, arXiv.org.
    7. Agarwala, Matthew & Burke, Matt & Klusak, Patrycja & Mohaddes, Kamiar & Volz, Ulrich & Zenghelis, Dimitri, 2021. "Climate Change And Fiscal Sustainability: Risks And Opportunities," National Institute Economic Review, National Institute of Economic and Social Research, vol. 258, pages 28-46, November.
    8. Dang, Hai-Anh H. & Trinh, Trong-Anh, 2020. "Does the COVID-19 Pandemic Improve Global Air Quality? New Cross-national Evidence on Its Unintended Consequences," GLO Discussion Paper Series 606, Global Labor Organization (GLO).
    9. Lawal, Olanrewaju & Emeka, Anyiam, 2021. "Spatial Structure And Climatic Associations With Covid-19 Cases Across The Globe," Journal of Tourism, Sustainability and Well-being, Cinturs - Research Centre for Tourism, Sustainability and Well-being, University of Algarve, vol. 9(2), pages 75-90.
    10. Chaofeng Tang & Kentaka Aruga, 2021. "Effects of the 2008 Financial Crisis and COVID-19 Pandemic on the Dynamic Relationship between the Chinese and International Fossil Fuel Markets," JRFM, MDPI, vol. 14(5), pages 1-11, May.
    11. Kenny Roz & Dicky Wisnu Usdek Riyanto & Marsudi & Salahudin, 2021. "Analysis of Covid-19 impact on virtual hotel operation in Indonesia," Technium Social Sciences Journal, Technium Science, vol. 20(1), pages 694-703, June.
    12. Oliver Fiala & Enrique Delamónica & Gerardo Escaroz & Ismael Cid Martinez & José Espinoza-Delgado & Aristide Kielem, 2021. "Children in Monetary Poor Households: Baseline and COVID-19 Impact for 2020 and 2021," Economics of Disasters and Climate Change, Springer, vol. 5(2), pages 161-176, July.
    13. Serhii Voitko & Tetiana Mazanko, 2021. "Assessment of the impact of COVID-restrictions on the economy of Ukraine and the world," Technology audit and production reserves, Socionet;Technology audit and production reserves, vol. 3(4(59)), pages 46-50.
    14. Liu, Hongfei & Liu, Wentong & Yoganathan, Vignesh & Osburg, Victoria-Sophie, 2021. "COVID-19 information overload and generation Z's social media discontinuance intention during the pandemic lockdown," Technological Forecasting and Social Change, Elsevier, vol. 166(C).
    15. Cintia Rodrigues de Oliveira & Rafael Alcadipani da Silveira, 2021. "An Essay on Corporate Crimes in the Post-Colonial Perspective: Challenging Traditional Literature," RAC - Revista de Administração Contemporânea (Journal of Contemporary Administration), ANPAD - Associação Nacional de Pós-Graduação e Pesquisa em Administração, vol. 25(4), pages 190144-1901.
    16. Terták, Elemér & Kovács, Levente, 2020. "Challenges to Social Protection and Social Cohesion in Crisises in the Financial Sector," Public Finance Quarterly, Corvinus University of Budapest, vol. 65(3), pages 362-382.
    17. Jennifer L. Castle & Jurgen A. Doornik & David F. Hendry, 2021. "Forecasting Facing Economic Shifts, Climate Change and Evolving Pandemics," Econometrics, MDPI, vol. 10(1), pages 1-21, December.
    18. Gül Aktürk & Martha Lerski, 2021. "Intangible cultural heritage: a benefit to climate-displaced and host communities," Journal of Environmental Studies and Sciences, Springer;Association of Environmental Studies and Sciences, vol. 11(3), pages 305-315, September.
    19. Liebich, Lena & Nöh, Lukas & Rutkowski, Felix & Schwarz, Milena, 2020. "Current developments in green finance," Working Papers 05/2020, German Council of Economic Experts / Sachverständigenrat zur Begutachtung der gesamtwirtschaftlichen Entwicklung.
    20. Danilo Liberati & Giuseppe Marinelli, 2022. "Everything you always wanted to know about green bonds (but were afraid to ask)," IFC Bulletins chapters, in: Bank for International Settlements (ed.), Statistics for Sustainable Finance, volume 56, Bank for International Settlements.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jeners:v:13:y:2020:i:22:p:6044-:d:447470. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.