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Accessibility based on Gravity-Radiation model and Google Maps API: A case study in Australia

Author

Listed:
  • Xia, Nan
  • Cheng, Liang
  • Chen, Song
  • Wei, XiaoYan
  • Zong, WenWen
  • Li, ManChun

Abstract

Accessibility is the foundation of urban planning and road network construction, and measurement indicators can be simply divided into travel cost and related potential population flow. Web mapping services provide a new mechanism to acquire the travel cost indicators directly, saving significant time for data collection and complex calculations. Meanwhile, the spatial interaction model gives the opportunity to estimate the traveling probability and population at the macro scale without actual mobility data. In this study, we introduce population grid data into the new Gravity-Radiation model for population flow estimation, and utilize Google Maps API to acquire travel costs at grid level. Then, the new estimated potential traveling population (EPTP) weighted travel costs are proposed to measure the overall accessibility at multiple scales. The results show that the EPTP is strongly correlated with the resident population at both the SUA (significant urban area, roughly equal to city) and state levels in Australia. The national EPTP weighted travel time to SUAs with maximum traveling probability is 0.26 h with an average speed of 42.53 km/h. For different SUAs or states, larger populated regions tend to have a higher-level EPTP weighted travel time with a lower-level average speed. These results can provide valuable and accurate accessibility patterns for various researches and applications, such as policymaking, urban planning, epidemic spreading, and environment protection.

Suggested Citation

  • Xia, Nan & Cheng, Liang & Chen, Song & Wei, XiaoYan & Zong, WenWen & Li, ManChun, 2018. "Accessibility based on Gravity-Radiation model and Google Maps API: A case study in Australia," Journal of Transport Geography, Elsevier, vol. 72(C), pages 178-190.
    • Handle: RePEc:eee:jotrge:v:72:y:2018:i:c:p:178-190
    DOI: 10.1016/j.jtrangeo.2018.09.009
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    References listed on IDEAS

    as
    1. Michael A. Niedzielski & E. Eric Boschmann, 2014. "Travel Time and Distance as Relative Accessibility in the Journey to Work," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 104(6), pages 1156-1182, November.
    2. Minjin Lee & Hugo Barbosa & Hyejin Youn & Petter Holme & Gourab Ghoshal, 2017. "Morphology of travel routes and the organization of cities," Nature Communications, Nature, vol. 8(1), pages 1-10, December.
    3. Yu Liu & Xi Liu & Song Gao & Li Gong & Chaogui Kang & Ye Zhi & Guanghua Chi & Li Shi, 2015. "Social Sensing: A New Approach to Understanding Our Socioeconomic Environments," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 105(3), pages 512-530, May.
    4. Mavoa, Suzanne & Witten, Karen & McCreanor, Tim & O’Sullivan, David, 2012. "GIS based destination accessibility via public transit and walking in Auckland, New Zealand," Journal of Transport Geography, Elsevier, vol. 20(1), pages 15-22.
    5. Amy Wesolowski & Elisabeth zu Erbach-Schoenberg & Andrew J. Tatem & Christopher Lourenço & Cecile Viboud & Vivek Charu & Nathan Eagle & Kenth Engø-Monsen & Taimur Qureshi & Caroline O. Buckee & C. J. , 2017. "Multinational patterns of seasonal asymmetry in human movement influence infectious disease dynamics," Nature Communications, Nature, vol. 8(1), pages 1-9, December.
    6. Xiao-Yong Yan & Wen-Xu Wang & Zi-You Gao & Ying-Cheng Lai, 2017. "Universal model of individual and population mobility on diverse spatial scales," Nature Communications, Nature, vol. 8(1), pages 1-9, December.
    7. D. J. Weiss & A. Nelson & H. S. Gibson & W. Temperley & S. Peedell & A. Lieber & M. Hancher & E. Poyart & S. Belchior & N. Fullman & B. Mappin & U. Dalrymple & J. Rozier & T. C. D. Lucas & R. E. Howes, 2018. "A global map of travel time to cities to assess inequalities in accessibility in 2015," Nature, Nature, vol. 553(7688), pages 333-336, January.
    8. repec:nas:journl:v:115:y:2018:p:3529-3537 is not listed on IDEAS
    9. Patricia C Melo & Daniel J Graham & David Levinson & Sarah Aarabi, 2017. "Agglomeration, accessibility and productivity: Evidence for large metropolitan areas in the US," Urban Studies, Urban Studies Journal Limited, vol. 54(1), pages 179-195, January.
    10. Filippo Simini & Marta C. González & Amos Maritan & Albert-László Barabási, 2012. "A universal model for mobility and migration patterns," Nature, Nature, vol. 484(7392), pages 96-100, April.
    11. Catherine Linard & Marius Gilbert & Robert W Snow & Abdisalan M Noor & Andrew J Tatem, 2012. "Population Distribution, Settlement Patterns and Accessibility across Africa in 2010," PLOS ONE, Public Library of Science, vol. 7(2), pages 1-8, February.
    12. Farber, Steven & O'Kelly, Morton & Miller, Harvey J. & Neutens, Tijs, 2015. "Measuring segregation using patterns of daily travel behavior: A social interaction based model of exposure," Journal of Transport Geography, Elsevier, vol. 49(C), pages 26-38.
    13. Páez, Antonio & Moniruzzaman, Md. & Bourbonnais, Pierre-Leo & Morency, Catherine, 2013. "Developing a web-based accessibility calculator prototype for the Greater Montreal Area," Transportation Research Part A: Policy and Practice, Elsevier, vol. 58(C), pages 103-115.
    14. Ortega, Emilio & López, Elena & Monzón, Andrés, 2014. "Territorial cohesion impacts of high-speed rail under different zoning systems," Journal of Transport Geography, Elsevier, vol. 34(C), pages 16-24.
    15. Cascetta, Ennio & Cartenì, Armando & Montanino, Marcello, 2016. "A behavioral model of accessibility based on the number of available opportunities," Journal of Transport Geography, Elsevier, vol. 51(C), pages 45-58.
    16. 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.
    17. Ruiqi Li & Lei Dong & Jiang Zhang & Xinran Wang & Wen-Xu Wang & Zengru Di & H. Eugene Stanley, 2017. "Simple spatial scaling rules behind complex cities," Nature Communications, Nature, vol. 8(1), pages 1-7, December.
    18. Lucas, Karen, 2012. "Transport and social exclusion: Where are we now?," Transport Policy, Elsevier, vol. 20(C), pages 105-113.
    19. Stępniak, Marcin & Jacobs-Crisioni, Chris, 2017. "Reducing the uncertainty induced by spatial aggregation in accessibility and spatial interaction applications," Journal of Transport Geography, Elsevier, vol. 61(C), pages 17-29.
    20. Julie Cidell & Devon Lechtenberg, 2016. "Developing a Framework for the Spaces and Spatialities of Transportation and Mobilities," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 106(2), pages 257-265, March.
    21. Saghapour, Tayebeh & Moridpour, Sara & Thompson, Russell G., 2016. "Public transport accessibility in metropolitan areas: A new approach incorporating population density," Journal of Transport Geography, Elsevier, vol. 54(C), pages 273-285.
    22. Páez, Antonio & Scott, Darren M. & Morency, Catherine, 2012. "Measuring accessibility: positive and normative implementations of various accessibility indicators," Journal of Transport Geography, Elsevier, vol. 25(C), pages 141-153.
    23. Fransen, Koos & Neutens, Tijs & Farber, Steven & De Maeyer, Philippe & Deruyter, Greet & Witlox, Frank, 2015. "Identifying public transport gaps using time-dependent accessibility levels," Journal of Transport Geography, Elsevier, vol. 48(C), pages 176-187.
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