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Spatial Effects of Air Passenger Location Entropy on Airports’ Passenger Throughputs: A Case Study of Multi-Airport System in the Yangtze River Delta Region, China, with Implications for Sustainable Development

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  • Ming Wei

    (School of Air Traffic Management, Civil Aviation University of China, Tianjin 300300, China
    Key Laboratory of Civil Aviation General Aviation Operation, Civil Aviation Management Institute of China, Beijing 100100, China
    Key Laboratory of General Aviation Technology of Henan Province, Zhengzhou Institute of Aviation Industry Management, Zhengzhou 450015, China)

  • Limin Zhu

    (School of Air Traffic Management, Civil Aviation University of China, Tianjin 300300, China)

  • Siying Xu

    (Operation Management Center, Civil Aviation Administration of China, Beijing 100010, China)

  • Yang Zhang

    (School of Air Traffic Management, Civil Aviation University of China, Tianjin 300300, China)

Abstract

This study systematically evaluates the spatial effects and driving mechanisms of Passenger Throughput (PT) within the Multi-airport System (MAS) of the Yangtze River Delta (YRD) region in China, using data from 22 cities between 2011 and 2019. Initially, the Air Passenger Location Entropy (APLE) index is introduced to quantify the spatial agglomeration within the MAS. Subsequently, both global and local Moran’s I indices are employed to assess the spatial autocorrelation of PT. Finally, Lagrange Multiplier (LM) tests, Wald test and Likelihood Ratio (LR) tests are utilized to select the appropriate spatial econometric model under different spatial weight matrices. Key findings include: (1) Air transport activity within the MAS exhibits a dynamic trend toward intensified spatial agglomeration and enhanced regional equilibrium; (2) APLE with higher value primarily concentrated in the southeastern coastal cities; (3) APLE has a significant positive impact on PT, with a 1% increase in APLE, leading to an average increase of 0.429% in PT; and (4) in cities with a well-developed air transport system, PT is predominantly influenced by APLE (0.915), whereas in cities with less robust air transport infrastructure, PT is more strongly influenced by tertiary industry value added (0.839) and GDP (0.442). These findings underscore the pivotal role of spatial dynamics in shaping PT and emphasize the necessity of spatially informed policy interventions to foster balanced regional development, strengthen system resilience, and advance the sustainable evolution of the MAS.

Suggested Citation

  • Ming Wei & Limin Zhu & Siying Xu & Yang Zhang, 2025. "Spatial Effects of Air Passenger Location Entropy on Airports’ Passenger Throughputs: A Case Study of Multi-Airport System in the Yangtze River Delta Region, China, with Implications for Sustainable D," Sustainability, MDPI, vol. 17(17), pages 1-19, September.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:17:p:8002-:d:1742907
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    1. C. Cindy Fan & Allen J. Scott, 2003. "Industrial Agglomeration and Development: A Survey of Spatial Economic Issues in East Asia and a Statistical Analysis of Chinese Regions," Economic Geography, Taylor & Francis Journals, vol. 79(3), pages 295-319, July.
    2. Tsui, Wai Hong Kan & Ozer Balli, Hatice & Gilbey, Andrew & Gow, Hamish, 2014. "Forecasting of Hong Kong airport's passenger throughput," Tourism Management, Elsevier, vol. 42(C), pages 62-76.
    3. Pacheco, Ricardo Rodrigues & Fernandes, Elton, 2017. "International air passenger traffic, trade openness and exchange rate in Brazil: A Granger causality test," Transportation Research Part A: Policy and Practice, Elsevier, vol. 101(C), pages 22-29.
    4. Wei, Ming & Xiong, Yu & Sun, Bo, 2025. "Spatial effects of urban economic activities on airports’ passenger throughputs: A case study of thirteen cities and nine airports in the Beijing-Tianjin-Hebei region, China," Journal of Air Transport Management, Elsevier, vol. 125(C).
    5. Cohas, François J & Belobaba, Peter P & Simpson, Robert W, 1995. "Competitive fare and frequency effects in airport market share modeling," Journal of Air Transport Management, Elsevier, vol. 2(1), pages 33-45.
    6. Haoran Yang & Martin Dijst & Patrick Witte & Hans van Ginkel & Jiao’e Wang, 2019. "Comparing passenger flow and time schedule data to analyse High-Speed Railways and urban networks in China," Urban Studies, Urban Studies Journal Limited, vol. 56(6), pages 1267-1287, May.
    7. Volodymyr Bilotkach, 2015. "Are airports engines of economic development? A dynamic panel data approach," Urban Studies, Urban Studies Journal Limited, vol. 52(9), pages 1577-1593, July.
    8. Young-Hyun Song & Jung Wook Kim, 2023. "The spatial spillover effect of technological innovation network in cities: a case of the high-tech industry of Yangtze River Delta," International Journal of Urban Sciences, Taylor & Francis Journals, vol. 27(3), pages 414-441, July.
    9. Hess, Stephane & Polak, John W., 2005. "Mixed logit modelling of airport choice in multi-airport regions," Journal of Air Transport Management, Elsevier, vol. 11(2), pages 59-68.
    10. Case, Anne C. & Rosen, Harvey S. & Hines, James Jr., 1993. "Budget spillovers and fiscal policy interdependence : Evidence from the states," Journal of Public Economics, Elsevier, vol. 52(3), pages 285-307, October.
    11. Yongrok Choi & Hua Wen & Hyoungsuk Lee & Hang Yang, 2020. "Measuring Operational Performance of Major Chinese Airports Based on SBM-DEA," Sustainability, MDPI, vol. 12(19), pages 1-17, October.
    12. Kai Tang & Hai-Jie Wang & Ning Wang, 2022. "The Relationship between the Airport Economy and Regional Development in China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 58(3), pages 812-822, February.
    13. Marcucci, Edoardo & Gatta, Valerio, 2011. "Regional airport choice: Consumer behaviour and policy implications," Journal of Transport Geography, Elsevier, vol. 19(1), pages 70-84.
    14. Cheung, Tommy King-Yin & Wong, Wai-hung & Zhang, Anming & Wu, Yangming, 2020. "Spatial panel model for examining airport relationships within multi-airport regions," Transportation Research Part A: Policy and Practice, Elsevier, vol. 133(C), pages 148-163.
    15. Blonigen, Bruce A. & Cristea, Anca D., 2015. "Air service and urban growth: Evidence from a quasi-natural policy experiment," Journal of Urban Economics, Elsevier, vol. 86(C), pages 128-146.
    16. Billings, Stephen B. & Johnson, Erik B., 2016. "Agglomeration within an urban area," Journal of Urban Economics, Elsevier, vol. 91(C), pages 13-25.
    17. Chengyu Li & Xiangwu Yan & Yanbing Zhang & Ning Xu & Jin Chen & Guangliang Zhou, 2021. "Does Airport Preferential Policy Aggravate the Competition of Aviation Hubs in Central and Western China? Based on the Investigation of 78 Airports," Mathematical Problems in Engineering, Hindawi, vol. 2021, pages 1-14, June.
    18. Morton, Craig & Mattioli, Giulio, 2023. "Competition in Multi-Airport Regions: Measuring airport catchments through spatial interaction models," Journal of Air Transport Management, Elsevier, vol. 112(C).
    19. Xiaoqian Sun & Sebastian Wandelt, 2021. "Robustness of Air Transportation as Complex Networks:Systematic Review of 15 Years of Research and Outlook into the Future," Sustainability, MDPI, vol. 13(11), pages 1-19, June.
    20. Erwin Blackstone & Andrew Buck & Simon Hakim, 2006. "Determinants of Airport Choice in a Multi-Airport Region," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 34(3), pages 313-326, September.
    21. Yang Bai & Cheng-Lung Wu, 2022. "The Causality Analysis of Airports and Regional Economy: Empirical Evidence from Jiangsu Province in China," Sustainability, MDPI, vol. 14(7), pages 1-11, April.
    22. John Bowen, 2002. "Network Change, Deregulation, and Access in the Global Airline Industry," Economic Geography, Taylor & Francis Journals, vol. 78(4), pages 425-439, October.
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