IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0274779.html
   My bibliography  Save this article

Goal-oriented possibilistic fuzzy C-Medoid clustering of human mobility patterns—Illustrative application for the Taxicab trips-based enrichment of public transport services

Author

Listed:
  • Miklós Mezei
  • Imre Felde
  • György Eigner
  • Gyula Dörgő
  • Tamás Ruppert
  • János Abonyi

Abstract

The discovery of human mobility patterns of cities provides invaluable information for decision-makers who are responsible for redesign of community spaces, traffic, and public transportation systems and building more sustainable cities. The present article proposes a possibilistic fuzzy c-medoid clustering algorithm to study human mobility. The proposed medoid-based clustering approach groups the typical mobility patterns within walking distance to the stations of the public transportation system. The departure times of the clustered trips are also taken into account to obtain recommendations for the scheduling of the designed public transportation lines. The effectiveness of the proposed methodology is revealed in an illustrative case study based on the analysis of the GPS data of Taxicabs recorded during nights over a one-year-long period in Budapest.

Suggested Citation

  • Miklós Mezei & Imre Felde & György Eigner & Gyula Dörgő & Tamás Ruppert & János Abonyi, 2022. "Goal-oriented possibilistic fuzzy C-Medoid clustering of human mobility patterns—Illustrative application for the Taxicab trips-based enrichment of public transport services," PLOS ONE, Public Library of Science, vol. 17(10), pages 1-17, October.
    • Handle: RePEc:plo:pone00:0274779
    DOI: 10.1371/journal.pone.0274779
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0274779
    Download Restriction: no
    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0274779&type=printable
    Download Restriction: no
    File URL: https://libkey.io/10.1371/journal.pone.0274779?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. André Luiz Lopes Toledo & Emílio Lèbre La Rovere, 2018. "Urban Mobility and Greenhouse Gas Emissions: Status, Public Policies, and Scenarios in a Developing Economy City, Natal, Brazil," Sustainability, MDPI, vol. 10(11), pages 1-24, November.
    2. Jules Muvuna & Tuleen Boutaleb & Slobodan B. Mickovski & Keith Baker & Ghoreyshi Seyed Mohammad & Mario Cools & Wissal Selmi, 2020. "Information Integration in a Smart City System—A Case Study on Air Pollution Removal by Green Infrastructure through a Vehicle Smart Routing System," Sustainability, MDPI, vol. 12(12), pages 1-14, June.
    Full references (including those not matched with items on IDEAS)

    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. Gabriele Cepeliauskaite & Benno Keppner & Zivile Simkute & Zaneta Stasiskiene & Leon Leuser & Ieva Kalnina & Nika Kotovica & Jānis Andiņš & Marek Muiste, 2021. "Smart-Mobility Services for Climate Mitigation in Urban Areas: Case Studies of Baltic Countries and Germany," Sustainability, MDPI, vol. 13(8), pages 1-19, April.
    2. Wojciech SZYMALSKI, 2021. "Energy And Co 2 Emission Intensities Of Various Modes Of Passenger Transport In Warsaw," Transport Problems, Silesian University of Technology, Faculty of Transport, vol. 16(2), pages 131-140, June.
    3. Silvia Stuchi & Sonia Paulino & Faïz Gallouj, 2022. "Social Innovation in Active Mobility Public Services in the Megacity of Sao Paulo," Sustainability, MDPI, vol. 14(19), pages 1-16, September.
    4. Songling Chang & Melanie Kay Smith, 2023. "Residents’ Quality of Life in Smart Cities: A Systematic Literature Review," Land, MDPI, vol. 12(4), pages 1-17, April.
    5. Munjed A. Maraqa & Francisco D. B. Albuquerque & Mohammed H. Alzard & Rezaul Chowdhury & Lina A. Kamareddine & Jamal El Zarif, 2021. "GHG Emission Reduction Opportunities for Road Projects in the Emirate of Abu Dhabi: A Scenario Approach," Sustainability, MDPI, vol. 13(13), pages 1-22, July.
    6. Daniela Dias & António Pais Antunes & Oxana Tchepel, 2019. "Modelling of Emissions and Energy Use from Biofuel Fuelled Vehicles at Urban Scale," Sustainability, MDPI, vol. 11(10), pages 1-14, May.
    7. Kunyang Chen & Guobin Zhang & Huanyu Wu & Ruichang Mao & Xiangsheng Chen, 2022. "Uncovering the Carbon Emission Intensity and Reduction Potentials of the Metro Operation Phase: A Case Study in Shenzhen Megacity," IJERPH, MDPI, vol. 20(1), pages 1-20, December.
    8. Chunqin Zhang & Zhangbiao Yu & Yi Huang & Mengmeng Wang & Skitmore Martin & Guangnian Xiao & Xi Lu, 2024. "Investigating the influence mechanism of goal‐framing theory on urban residents' green travel behavior," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(5), pages 5144-5160, October.
    9. Alberto Romero-Ania & Lourdes Rivero Gutiérrez & María Auxiliadora De Vicente Oliva, 2021. "Multiple Criteria Decision Analysis of Sustainable Urban Public Transport Systems," Mathematics, MDPI, vol. 9(16), pages 1-30, August.
    10. Hailong Liu & Jiuye Zhao & Yu Wang & Nangai Yi & Chunyi Cui, 2021. "Strength Performance and Microstructure of Calcium Sulfoaluminate Cement-Stabilized Soft Soil," Sustainability, MDPI, vol. 13(4), pages 1-10, February.
    11. Zhenbao Wang & Sevgi Erdogan & Frederick W. Ducca, 2019. "Evaluating the Efficacy of Zero-Emission Vehicle Deployment Strategies: The Maryland Case," Sustainability, MDPI, vol. 11(6), pages 1-15, March.
    12. Hanadi Al-Thani & Muammer Koç & Rima J. Isaifan & Yusuf Bicer, 2022. "A Review of the Integrated Renewable Energy Systems for Sustainable Urban Mobility," Sustainability, MDPI, vol. 14(17), pages 1-27, August.
    13. Hongyou Lu & Yunchan Zhu & Yu Qi & Jinliang Yu, 2018. "Do Urban Subway Openings Reduce PM 2.5 Concentrations? Evidence from China," Sustainability, MDPI, vol. 10(11), pages 1-24, November.
    14. Vasile Dogaru & Claudiu Brandas & Marian Cristescu, 2019. "An Urban System Optimization Model Based on CO 2 Sequestration Index: A Big Data Analytics Approach," Sustainability, MDPI, vol. 11(18), pages 1-14, September.

    More about this item

    Statistics

    Access and download statistics

    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:plo:pone00:0274779. 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: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    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.