IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v14y2022i15p9169-d872272.html
   My bibliography  Save this article

A Novel Method for Traffic Estimation and Air Quality Assessment in California

Author

Listed:
  • Jucheol Moon

    (Department of Computer Engineering and Computer Science, California State University, Long Beach, CA 90840, USA)

  • Jin Gi Hong

    (Department of Civil Engineering and Construction Engineering Management, California State University, Long Beach, CA 90840, USA)

  • Tae-Won Park

    (Department of Earth Science Education, Chonnam National University, Gwangju 61186, Korea)

Abstract

Motor vehicle traffic is recognized as one of the critical factors that causes air pollution; however, the relationship between traffic volume and air pollutant concentrations is unclear, especially at a local level. Traditional traffic volume monitoring systems collect traffic data through counting the number of vehicles, using either sensors or surveillance cameras, but they have clear limitations such as they can only monitor certain areas and specific occasions. To overcome such limitations, we introduce a method of monitoring traffic volume in the local area by collecting estimated travel times for virtual trips in Google Maps. We began collecting the data in January 2020; ironically, the COVID-19 pandemic provided a natural experimental environment of showing unusual trends in traffic volume and unexpected changes in air pollutants. We demonstrate monthly traffic volumes in urban areas and analyze the correlation of traffic volume with typical traffic-related air pollutants using the proposed traffic volume monitoring method.

Suggested Citation

  • Jucheol Moon & Jin Gi Hong & Tae-Won Park, 2022. "A Novel Method for Traffic Estimation and Air Quality Assessment in California," Sustainability, MDPI, vol. 14(15), pages 1-12, July.
    • Handle: RePEc:gam:jsusta:v:14:y:2022:i:15:p:9169-:d:872272
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/14/15/9169/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/14/15/9169/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Sorensen, Paul, 2009. "Moving Los Angeles," University of California Transportation Center, Working Papers qt3zj4m1kf, University of California Transportation Center.
    2. Lee, Munseob & Finerman, Rachel, 2021. "COVID-19, commuting flows, and air quality," Journal of Asian Economics, Elsevier, vol. 77(C).
    3. Noor Ullah Khan & Munam Ali Shah & Carsten Maple & Ejaz Ahmed & Nabeel Asghar, 2022. "Traffic Flow Prediction: An Intelligent Scheme for Forecasting Traffic Flow Using Air Pollution Data in Smart Cities with Bagging Ensemble," Sustainability, MDPI, vol. 14(7), pages 1-23, March.
    4. Corinne Le Quéré & Robert B. Jackson & Matthew W. Jones & Adam J. P. Smith & Sam Abernethy & Robbie M. Andrew & Anthony J. De-Gol & David R. Willis & Yuli Shan & Josep G. Canadell & Pierre Friedlingst, 2020. "Temporary reduction in daily global CO2 emissions during the COVID-19 forced confinement," Nature Climate Change, Nature, vol. 10(7), pages 647-653, July.
    5. Shi An & Lina Ma & Jian Wang, 2020. "Optimization of Traffic Detector Layout Based on Complex Network Theory," Sustainability, MDPI, vol. 12(5), pages 1-22, March.
    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. Promporn Sornsoongnern & Suthatip Pueboobpaphan & Rattaphol Pueboobpaphan, 2023. "Innovative Dynamic Queue-Length Estimation Using Google Maps Color-Code Data," Sustainability, MDPI, vol. 15(4), pages 1-15, February.
    2. Jun Zhang & Shenghao Zhao & Chaonan Peng & Xianming Gong, 2022. "Spatial Heterogeneity of the Recovery of Road Traffic Volume from the Impact of COVID-19: Evidence from China," Sustainability, MDPI, vol. 14(21), pages 1-20, November.
    3. Fangchen Ma & Jinliang Xu & Chao Gao & Yufeng Bi, 2022. "Study on the Distribution of the Suburban Expressway Hourly Traffic Volume and Modification of the Design Hourly Volume under the Background of the Tourism Economy—Analysis on Design Factors of Normal," Sustainability, MDPI, vol. 14(17), pages 1-15, August.

    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. de Chalendar, Jacques A. & Benson, Sally M., 2021. "A physics-informed data reconciliation framework for real-time electricity and emissions tracking," Applied Energy, Elsevier, vol. 304(C).
    2. Charfeddine, Lanouar & Umlai, Mohamed, 2023. "ICT sector, digitization and environmental sustainability: A systematic review of the literature from 2000 to 2022," Renewable and Sustainable Energy Reviews, Elsevier, vol. 184(C).
    3. Chiu-Ming Hsiao, 2022. "Economic Growth, CO 2 Emissions Quota and Optimal Allocation under Uncertainty," Sustainability, MDPI, vol. 14(14), pages 1-26, July.
    4. Nam-gun Kim & Hyeri Jang & Seungkeun Noh & Ju-hee Hong & Jongsoon Jung & Jinho Shin & Yongseung Shin & Jongseong Kim, 2022. "Analyzing the Effect of Social Distancing Policies on Traffic at Sinchon Station, South Korea, during the COVID-19 Pandemic in 2020 and 2021," IJERPH, MDPI, vol. 19(14), pages 1-14, July.
    5. Björn Mestdagh & Olivier Sempiga & Luc Van Liedekerke, 2023. "The Impact of External Shocks on the Sustainable Development Goals (SDGs): Linking the COVID-19 Pandemic to SDG Implementation at the Local Government Level," Sustainability, MDPI, vol. 15(7), pages 1-18, April.
    6. Agliardi, Elettra & Xepapadeas, Anastasios, 2022. "Temperature targets, deep uncertainty and extreme events in the design of optimal climate policy," Journal of Economic Dynamics and Control, Elsevier, vol. 139(C).
    7. Zhu Liu & Zhu Deng & Philippe Ciais & Jianguang Tan & Biqing Zhu & Steven J. Davis & Robbie Andrew & Olivier Boucher & Simon Ben Arous & Pep Canadel & Xinyu Dou & Pierre Friedlingstein & Pierre Gentin, 2021. "Global Daily CO$_2$ emissions for the year 2020," Papers 2103.02526, arXiv.org.
    8. Xiao Yan & Aijun Shi & Jingyuan Cao & Tingting Li & Xuesong Sun & Rui Zhang & Xionghui Qiu & Yanxue Li & Miao Liang & Miao Lv & Chunlan Liu & Jing Wei, 2021. "The Occurrence of Heavy Air Pollution during the COVID-19 Outbreak in Beijing, China: Roles of Emission Reduction, Meteorological Conditions, and Regional Transport," Sustainability, MDPI, vol. 13(21), pages 1-12, November.
    9. Liu, Li-Jing & Yao, Yun-Fei & Liang, Qiao-Mei & Qian, Xiang-Yan & Xu, Chun-Lei & Wei, Si-Yi & Creutzig, Felix & Wei, Yi-Ming, 2021. "Combining economic recovery with climate change mitigation: A global evaluation of financial instruments," Economic Analysis and Policy, Elsevier, vol. 72(C), pages 438-453.
    10. Zaheer Allam & Ayyoob Sharifi & Simon Elias Bibri & Didier Chabaud, 2022. "Emerging Trends and Knowledge Structures of Smart Urban Governance," Sustainability, MDPI, vol. 14(9), pages 1-29, April.
    11. Francesco Sica & Francesco Tajani & Maria Rosaria Guarini & Rossana Ranieri, 2023. "A Sensitivity Index to Perform the Territorial Sustainability in Uncertain Decision-Making Conditions," Land, MDPI, vol. 12(2), pages 1-21, February.
    12. Weihua Lei & Luiz G. A. Alves & Luís A. Nunes Amaral, 2022. "Forecasting the evolution of fast-changing transportation networks using machine learning," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    13. Haxhimusa, Adhurim & Liebensteiner, Mario, 2021. "Effects of electricity demand reductions under a carbon pricing regime on emissions: lessons from COVID-19," Energy Policy, Elsevier, vol. 156(C).
    14. 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.
    15. Yiming Li & Zeyang Cheng & Xinpeng Yao & Zhiqiang Kong & Zijian Wang & Mengfei Liu, 2023. "Multi-Objective Optimal Deployment of Road Traffic Monitoring Cameras: A Case Study in Wujiang, China," Sustainability, MDPI, vol. 15(15), pages 1-20, August.
    16. Asima Siddique & Ghulam Mujtaba Kayani & Saira Ashfaq, 2021. "Does Heterogeneity in COVID-19 News Affect Asset Market? Monte-Carlo Simulation Based Wavelet Transform," JRFM, MDPI, vol. 14(10), pages 1-16, October.
    17. Shen,Chang & Alberini,Anna & Timilsina,Govinda R., 2022. "The Impact of COVID-19 on Electricity Generation : An Empirical Investigation," Policy Research Working Paper Series 10116, The World Bank.
    18. Shen, Meng & Li, Xiang & Lu, Yujie & Cui, Qingbin & Wei, Yi-Ming, 2021. "Personality-based normative feedback intervention for energy conservation," Energy Economics, Elsevier, vol. 104(C).
    19. Daniel T. L. Shek, 2021. "COVID-19 and Quality of Life: Twelve Reflections," Applied Research in Quality of Life, Springer;International Society for Quality-of-Life Studies, vol. 16(1), pages 1-11, February.
    20. Lyu, Chen & Liu, Xiaoman & Wang, Zhen & Yang, Lu & Liu, Hao & Yang, Nan & Xu, Shaodong & Cao, Libin & Zhang, Zhe & Pang, Lingyun & Zhang, Li & Cai, Bofeng, 2023. "An emissions inventory using flight information reveals the long-term changes of aviation CO2 emissions in China," Energy, Elsevier, vol. 262(PB).

    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:jsusta:v:14:y:2022:i:15:p:9169-:d:872272. 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.