IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v10y2018i12p4459-d186044.html
   My bibliography  Save this article

Urban Spatial Interaction Analysis Using Inter-City Transport Big Data: A Case Study of the Yangtze River Delta Urban Agglomeration of China

Author

Listed:
  • Ji Han

    (Global Institute for Urban and Regional Sustainability, Shanghai Key Lab for Urban Ecological Processes and Eco-Restoration, School of Ecological and Environmental Sciences, East China Normal University, Dongchuan Road 500, Shanghai 200241, China
    Institute of Eco-Chongming, 3663 N. Zhongshan Rd., Shanghai 200062, China)

  • Jiabin Liu

    (School of Ecological and Environmental Sciences, East China Normal University, Dongchuan Road 500, Shanghai 200241, China)

Abstract

A better understanding of the urban spatial interaction is important for optimizing the spatial structure and layout of urban agglomeration (UA). We develop a crawler program to compile online big data for urban spatial interaction analysis. Differing from the previous studies, vectorial, realistic, and high spatiotemporal resolution inter-city, bus-passenger-flow big data instead of statistical and modeled data are used for urban spatial interaction analysis. The Yangtze River Delta (YRD) is selected as a case study region to test the big data approach and to gain insights into the cities’ interaction in China’s largest UA. The results testified the superiorities of the big-data method over the traditional gravity model, confirmed some phenomena discussed or mentioned in the literature and regional plans regarding the urban interaction in YRD, derived policy implications for enhancing the sustainability of UA, and suggested some potentials for improving the limitations of the big-data method.

Suggested Citation

  • Ji Han & Jiabin Liu, 2018. "Urban Spatial Interaction Analysis Using Inter-City Transport Big Data: A Case Study of the Yangtze River Delta Urban Agglomeration of China," Sustainability, MDPI, vol. 10(12), pages 1-16, November.
  • Handle: RePEc:gam:jsusta:v:10:y:2018:i:12:p:4459-:d:186044
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/10/12/4459/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/10/12/4459/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Hongsheng Chen & Dongqi Sun & Zhenjun Zhu & Jun Zeng, 2016. "The Impact of High-Speed Rail on Residents’ Travel Behavior and Household Mobility: A Case Study of the Beijing-Shanghai Line, China," Sustainability, MDPI, vol. 8(11), pages 1-14, November.
    2. Jinzhao Chen, 2015. "Interprovincial Competitiveness and Economic Growth: Evidence from Chinese Provincial Data (1992–2008)," Pacific Economic Review, Wiley Blackwell, vol. 20(3), pages 388-414, August.
    3. Anas, Alex & Xiong, Kai, 2003. "Intercity trade and the industrial diversification of cities," Journal of Urban Economics, Elsevier, vol. 54(2), pages 258-276, September.
    4. Roberto Patuelli & Maurizio Mussoni & Guido Candela, 2016. "The Effects of World Heritage Sites on Domestic Tourism: A Spatial Interaction Model for Italy," Advances in Spatial Science, in: Roberto Patuelli & Giuseppe Arbia (ed.), Spatial Econometric Interaction Modelling, chapter 0, pages 281-315, Springer.
    5. Bjørn Asheim & Ron Boschma & Philip Cooke, 2011. "Constructing Regional Advantage: Platform Policies Based on Related Variety and Differentiated Knowledge Bases," Regional Studies, Taylor & Francis Journals, vol. 45(7), pages 893-904.
    6. Jun Yan & Jean-Claude Thill, 2009. "Visual Data Mining in Spatial Interaction Analysis with Self-Organizing Maps," Environment and Planning B, , vol. 36(3), pages 466-486, June.
    7. Miquel-Àngel Garcia-López & Ivan Muñiz, 2013. "Urban spatial structure, agglomeration economies, and economic growth in Barcelona: An intra-metropolitan perspective," Papers in Regional Science, Wiley Blackwell, vol. 92(3), pages 515-534, August.
    8. Pan, Haozhi & Deal, Brian & Chen, Yan & Hewings, Geoffrey, 2018. "A Reassessment of urban structure and land-use patterns: distance to CBD or network-based? — Evidence from Chicago," Regional Science and Urban Economics, Elsevier, vol. 70(C), pages 215-228.
    9. Juan Carlos Martín & Aura Reggiani, 2007. "Recent Methodological Developments to Measure Spatial Interaction: Synthetic Accessibility Indices Applied to High‐speed Train Investments," Transport Reviews, Taylor & Francis Journals, vol. 27(5), pages 551-571, February.
    10. Chiara Garau, 2012. "Citizen participation in public planning: A literature review," International Journal of Sciences, Office ijSciences, vol. 1(12), pages 21-44, December.
    11. Godin, Benoit, 2003. "The emergence of S&T indicators: why did governments supplement statistics with indicators?," Research Policy, Elsevier, vol. 32(4), pages 679-691, April.
    12. Yu Liu & Zhengwei Sui & Chaogui Kang & Yong Gao, 2014. "Uncovering Patterns of Inter-Urban Trip and Spatial Interaction from Social Media Check-In Data," PLOS ONE, Public Library of Science, vol. 9(1), pages 1-11, January.
    13. David Karemera & Victor Iwuagwu Oguledo & Bobby Davis, 2000. "A gravity model analysis of international migration to North America," Applied Economics, Taylor & Francis Journals, vol. 32(13), pages 1745-1755.
    14. Jesus Gonzalez-Feliu & Jean-Louis Routhier & Frédéric Semet, 2014. "Sustainable urban logistics: Concepts, methods and information systems," Post-Print halshs-01056156, HAL.
    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. Siyu Zhu & Ying Ding & Run Pan & Aifang Ding, 2023. "Analysis of Interprovincial Differences in CO 2 Emissions and Peak Prediction in the Yangtze River Delta," Sustainability, MDPI, vol. 15(8), pages 1-16, April.
    2. Batara Surya & Despry Nur Annisa Ahmad & Harry Hardian Sakti & Hernita Sahban, 2020. "Land Use Change, Spatial Interaction, and Sustainable Development in the Metropolitan Urban Areas, South Sulawesi Province, Indonesia," Land, MDPI, vol. 9(3), pages 1-43, March.

    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. van Aswegen, Mariske & Retief, Francois Pieter, 2020. "The role of innovation and knowledge networks as a policy mechanism towards more resilient peripheral regions," Land Use Policy, Elsevier, vol. 90(C).
    2. Heuermann, Daniel F. & Schmieder, Johannes F., 2014. "Warping Space: High-Speed Rail and Returns to Scale in Local Labor Markets," VfS Annual Conference 2014 (Hamburg): Evidence-based Economic Policy 100293, Verein für Socialpolitik / German Economic Association.
    3. Meen Chel Jung & Jaewoo Park & Sunghwan Kim, 2019. "Spatial Relationships between Urban Structures and Air Pollution in Korea," Sustainability, MDPI, vol. 11(2), pages 1-17, January.
    4. Pintar, Nico & Scherngell, Thomas, 2022. "The complex nature of regional knowledge production: Evidence on European regions," Research Policy, Elsevier, vol. 51(8).
    5. Marcel Bednarz & Tom Broekel, 2020. "Pulled or pushed? The spatial diffusion of wind energy between local demand and supply [Constructing regional advantage: platform policies based on related variety and differentiated knowledge base," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 29(4), pages 893-916.
    6. Laila Touhami Morghem & Khawlah Ali Abdalla Spetan, 2020. "Determinants of International Migration: An Applied Study on Selected Arab Countries (1995-2017)," International Journal of Economics and Financial Issues, Econjournals, vol. 10(2), pages 6-19.
    7. Matthijs J. Janssen, 2015. "Cross-specialization: A New Perspective on Industry Policy," Papers in Evolutionary Economic Geography (PEEG) 1519, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jun 2015.
    8. Luciana Lazzeretti & Rafael Boix & Francesco Capone, 2009. "Why do creative industries cluster? An analysis of the determinants of clustering of creative industries," Institut Metròpoli Working Paper in economics 0902, Institut Metròpoli.
    9. Donatella Furia & Alessandro Crociata & Massimiliano Agovino, 2018. "Voluntary work and cultural capital: an exploratory analysis for Italian regional data," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 35(3), pages 789-808, December.
    10. de Arce, Rafael & Mahia, Ramon, 2008. "Determinants of Bilateral Immigration Flows Between The European Union and some Mediterranean Partner Countries: Algeria, Egypt, Morocco, Tunisia and Turkey," MPRA Paper 14547, University Library of Munich, Germany.
    11. Janssen, Matthijs J. & Abbasiharofteh, Milad, 2022. "Boundary spanning R&D collaboration: Key enabling technologies and missions as alleviators of proximity effects?," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    12. Timothy Hatton, 2005. "Explaining trends in UK immigration," Journal of Population Economics, Springer;European Society for Population Economics, vol. 18(4), pages 719-740, November.
    13. Puente-Mejia, Bernardo & Palacios-Argüello, Laura & Suárez-Núñez, Carlos & Gonzalez-Feliu, Jesus, 2020. "Freight trip generation modeling and data collection processes in Latin American cities. Modeling framework for Quito and generalization issues," Transportation Research Part A: Policy and Practice, Elsevier, vol. 132(C), pages 226-241.
    14. Florian Noseleit, 2020. "The Role of Entry and Market Selection for the Dynamics of Regional Diversity and Specialization," Regional Studies, Taylor & Francis Journals, vol. 49(1), pages 76-94, July.
    15. Ron Boschma & Simona Iammarino & Raffaele Paci & Jordy Suriñach & Raul Ramos & Jordi Suriñach, 2017. "A Gravity Model of Migration Between the ENC and the EU," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 108(1), pages 21-35, February.
    16. Richard B. Freeman, 2006. "People Flows in Globalization," Journal of Economic Perspectives, American Economic Association, vol. 20(2), pages 145-170, Spring.
    17. Ron Boschma, 2021. "Designing Smart Specialization Policy: relatedness, unrelatedness, or what?," Papers in Evolutionary Economic Geography (PEEG) 2128, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Sep 2021.
    18. Akee, Randall K. Q., 2007. "Who Leaves and Who Returns? Deciphering Immigrant Self-Selection from a Developing Country," IZA Discussion Papers 3268, Institute of Labor Economics (IZA).
    19. Ortiz-Astorquiza, Camilo & Contreras, Ivan & Laporte, Gilbert, 2018. "Multi-level facility location problems," European Journal of Operational Research, Elsevier, vol. 267(3), pages 791-805.
    20. Paul Benneworth & Tiago Ratinho, 2014. "Reframing the Role of Knowledge Parks and Science Cities in Knowledge-Based Urban Development," Environment and Planning C, , vol. 32(5), pages 784-808, October.

    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:10:y:2018:i:12:p:4459-:d:186044. 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.