Skip to main content
Erschienen in: Journal of Geographical Systems 2/2023

27.01.2023 | Original Article

Evaluating multiscale and multimodal transport inequalities in Chinese cities with massive open-source path data

verfasst von: Tianlu Qian, Zheng Fu, Jie Chen, Shujie Qin, Changbai Xi, Jiechen Wang

Erschienen in: Journal of Geographical Systems | Ausgabe 2/2023

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Accessibility is an effective variable for identifying mobility needs and evaluating transport inequalities. In recent years, the construction of transport facilities has been often considered to have a significant effect on the accessibility of cities. This study focused on the regional inequalities of transport accessibility in China and the influence of transport mode disparity. A novel approach integrating intercity and intracity transport networks is modeled for detailed calculations of travel time using open-source massive path data. The proposed approach provides further improvement in the accuracy, and it can reflect realistic patterns of multiscale accessibility. Four indicators based on travel time estimation were employed to evaluate transport accessibility and inequality: weighted average travel time (WATT), potential value (PV), daily accessibility (DA), and coefficient of variation (CV). Results show that transport accessibility is the highest in the eastern region, followed by the midland, northeastern, and western regions; this trend is consistent with the level of urban development and transport facilities construction. The inequality of transport accessibility between cities is obvious, and the western region has a considerably greater inequality than other areas. With regard to transport facilities, the car driving mode has higher accessibility and lower discrepancy than the public transit mode at the national level; however, the construction of public transit infrastructure, especially the high-speed railway, should considerably improve the daily accessibility of cities. Several policy suggestions are provided for transport departments and decision makers that can effectively improve the level and equality of transport accessibility of cities in China.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Fußnoten
1
In the Chinese administrative division system, the four municipalities are under the direct control of the central government (i.e., Beijing, Tianjin, Shanghai, and Chongqing). A prefectural-level division ranks below a provincial-level division and above county-level divisions.
 
Literatur
Zurück zum Zitat Benenson I, Martens K, Rofé Y, Kwartler A (2011) Public transport versus private car GIS-based estimation of accessibility applied to the Tel Aviv metropolitan area. Ann Reg Sci 47(3):499–515CrossRef Benenson I, Martens K, Rofé Y, Kwartler A (2011) Public transport versus private car GIS-based estimation of accessibility applied to the Tel Aviv metropolitan area. Ann Reg Sci 47(3):499–515CrossRef
Zurück zum Zitat Cao J, Liu XC, Wang Y, Li Q (2013) Accessibility impacts of China’s high-speed rail network. J Transp Geogr 28:12–21CrossRef Cao J, Liu XC, Wang Y, Li Q (2013) Accessibility impacts of China’s high-speed rail network. J Transp Geogr 28:12–21CrossRef
Zurück zum Zitat Chen J, Fu Z, Wu W, Li A, Wang J (2018) Two Dimensions for determining and analyzing the patterns of the modal accessibility gap in Nanjing China. Appl Spatial Anal Policy. 13:27–49CrossRef Chen J, Fu Z, Wu W, Li A, Wang J (2018) Two Dimensions for determining and analyzing the patterns of the modal accessibility gap in Nanjing China. Appl Spatial Anal Policy. 13:27–49CrossRef
Zurück zum Zitat Chou YH (1993) Nodal accessibility of air transportation in the United States, 1985–1989. Transp Plan Technol 17(1):25–37CrossRef Chou YH (1993) Nodal accessibility of air transportation in the United States, 1985–1989. Transp Plan Technol 17(1):25–37CrossRef
Zurück zum Zitat Christie S, Fone D (2003) Equity of access to tertiary hospitals in wales: a travel time analysis. J Public Health 25(4):344–350CrossRef Christie S, Fone D (2003) Equity of access to tertiary hospitals in wales: a travel time analysis. J Public Health 25(4):344–350CrossRef
Zurück zum Zitat Eluru N, Chakour V, El-Geneidy AM (2012) Travel mode choice and transit route choice behavior in Montreal: insights from McGill University members commute patterns. Public Transport 4(2):129–149CrossRef Eluru N, Chakour V, El-Geneidy AM (2012) Travel mode choice and transit route choice behavior in Montreal: insights from McGill University members commute patterns. Public Transport 4(2):129–149CrossRef
Zurück zum Zitat Farber S, Fu L (2017) “Dynamic public transit accessibility using travel time cubes: comparing the effects of infrastructure (dis)investments over time.” Comput Environ Urban Syst 62:30–40CrossRef Farber S, Fu L (2017) “Dynamic public transit accessibility using travel time cubes: comparing the effects of infrastructure (dis)investments over time.” Comput Environ Urban Syst 62:30–40CrossRef
Zurück zum Zitat Geurs KT, Montis AD, Reggiani A (2015) “Recent advances and applications inaccessibility modelling.” Comput Environ Urban Syst 49:82–85CrossRef Geurs KT, Montis AD, Reggiani A (2015) “Recent advances and applications inaccessibility modelling.” Comput Environ Urban Syst 49:82–85CrossRef
Zurück zum Zitat Geurs KT, van Wee B (2004) Accessibility evaluation of land-use and transport strategies: review and research directions. J Transp Geogr 12(2):127–140CrossRef Geurs KT, van Wee B (2004) Accessibility evaluation of land-use and transport strategies: review and research directions. J Transp Geogr 12(2):127–140CrossRef
Zurück zum Zitat Grubesic T, Zook M (2007) A ticket to ride: Evolving landscapes of air travel accessibility in the United States. J Transp Geogr 15(6):417–430CrossRef Grubesic T, Zook M (2007) A ticket to ride: Evolving landscapes of air travel accessibility in the United States. J Transp Geogr 15(6):417–430CrossRef
Zurück zum Zitat Gu CL, Pang HF (2008) Study on spatial relations of Chinese urban system: gravity model approach. Geogr Res 27(1):1–12 Gu CL, Pang HF (2008) Study on spatial relations of Chinese urban system: gravity model approach. Geogr Res 27(1):1–12
Zurück zum Zitat Gutiérrez J (2001) Location, economic potential and daily accessibility: An analysis of the accessibility impact of the high-speed line Madrid-Barcelona-French border. J Transp Geogr 9(4):229–242CrossRef Gutiérrez J (2001) Location, economic potential and daily accessibility: An analysis of the accessibility impact of the high-speed line Madrid-Barcelona-French border. J Transp Geogr 9(4):229–242CrossRef
Zurück zum Zitat Gutiérrez J, Gómez G (1999) The impact of orbital motorways on intra-metropolitan accessibility: the case of Madrid’s M-40. J Transp Geogr 7(1):1–15CrossRef Gutiérrez J, Gómez G (1999) The impact of orbital motorways on intra-metropolitan accessibility: the case of Madrid’s M-40. J Transp Geogr 7(1):1–15CrossRef
Zurück zum Zitat Hägerstrand T (1970) “What about people in regional science? People Reg Sci Associat 24:7–21CrossRef Hägerstrand T (1970) “What about people in regional science? People Reg Sci Associat 24:7–21CrossRef
Zurück zum Zitat Hess DB (2005) Access to employment for adults in poverty in the Buffalo-Niagara region. Urban Studies 42(7):1177–1200CrossRef Hess DB (2005) Access to employment for adults in poverty in the Buffalo-Niagara region. Urban Studies 42(7):1177–1200CrossRef
Zurück zum Zitat Jiao J, Wang J, Jin F, Dunford M (2014) Impacts on accessibility of China’s present and future HSR network. J Transp Geogr 40:123–132CrossRef Jiao J, Wang J, Jin F, Dunford M (2014) Impacts on accessibility of China’s present and future HSR network. J Transp Geogr 40:123–132CrossRef
Zurück zum Zitat Jin C, Xu J, Lu Y, Huang Z (2013) The impact of Chinese Shanghai-Nanjing high-speed rail on regional accessibility. Geografisk Tidsskrift-Danish J Geograp 113(2):133–145CrossRef Jin C, Xu J, Lu Y, Huang Z (2013) The impact of Chinese Shanghai-Nanjing high-speed rail on regional accessibility. Geografisk Tidsskrift-Danish J Geograp 113(2):133–145CrossRef
Zurück zum Zitat Johnston RJ (1994) Dictionary of human geography. Basil Blackwell, Oxford Johnston RJ (1994) Dictionary of human geography. Basil Blackwell, Oxford
Zurück zum Zitat Joseph AE, Bantock PR (1982) Measuring potential physical accessibility to general practitioners in rural areas: a method and case study. Soc Sci Med 16(1):85–90CrossRef Joseph AE, Bantock PR (1982) Measuring potential physical accessibility to general practitioners in rural areas: a method and case study. Soc Sci Med 16(1):85–90CrossRef
Zurück zum Zitat Kim H, Sultana S (2015) The impacts of high-speed rail extensions on accessibility and spatial equity changes in South Korea from 2004 to 2018. J Transp Geogr 45:48–61CrossRef Kim H, Sultana S (2015) The impacts of high-speed rail extensions on accessibility and spatial equity changes in South Korea from 2004 to 2018. J Transp Geogr 45:48–61CrossRef
Zurück zum Zitat Kim KS (2000) High-speed rail developments and spatial restructuring: a case study of the capital region in South Korea. Cities 17(4):251–262CrossRef Kim KS (2000) High-speed rail developments and spatial restructuring: a case study of the capital region in South Korea. Cities 17(4):251–262CrossRef
Zurück zum Zitat Lambin EF, Geist H, Rindfuss RR, 2006, “Introduction: Local Processes with Global Impacts”, in Land-Use and Land-Cover Change: Local Processes and Global Impacts Eds E F Lambin and H Geist (Springer Berlin Heidelberg, Berlin, Heidelberg), pp 1–8 Lambin EF, Geist H, Rindfuss RR, 2006, “Introduction: Local Processes with Global Impacts”, in Land-Use and Land-Cover Change: Local Processes and Global Impacts Eds E F Lambin and H Geist (Springer Berlin Heidelberg, Berlin, Heidelberg), pp 1–8
Zurück zum Zitat Lei TL, Church RL (2010) Mapping transit-based access: integrating GIS, routes and schedules. Int J Geogr Inf Sci 24(2):283–304CrossRef Lei TL, Church RL (2010) Mapping transit-based access: integrating GIS, routes and schedules. Int J Geogr Inf Sci 24(2):283–304CrossRef
Zurück zum Zitat Liu CM, Zeng JX (2011) The calculating method about the comprehensive transport accessibility and its correlation with economic development at county level: the statistical analysis of 79 counties in Hubei Province. Geogr Res 30(12):2209–2221 ((In Chinese)) Liu CM, Zeng JX (2011) The calculating method about the comprehensive transport accessibility and its correlation with economic development at county level: the statistical analysis of 79 counties in Hubei Province. Geogr Res 30(12):2209–2221 ((In Chinese))
Zurück zum Zitat Liu S, Zhu X (2004) Accessibility analyst: an integrated GIS tool for accessibility analysis in urban transportation planning. Environ Plann B Plann Des 31(1):105–124CrossRef Liu S, Zhu X (2004) Accessibility analyst: an integrated GIS tool for accessibility analysis in urban transportation planning. Environ Plann B Plann Des 31(1):105–124CrossRef
Zurück zum Zitat López E, Gutiérrez J, Gómez G (2008) Measuring regional cohesion effects of large-scale transport infrastructure investments: an accessibility approach. Eur Plan Stud 16(2):277–301CrossRef López E, Gutiérrez J, Gómez G (2008) Measuring regional cohesion effects of large-scale transport infrastructure investments: an accessibility approach. Eur Plan Stud 16(2):277–301CrossRef
Zurück zum Zitat López E, Monzón A, Ortega E, Mancebo Quintana S (2009) Assessment of cross-border spillover effects of national transport infrastructure plans: an accessibility approach. Transp Rev 29(4):515–536CrossRef López E, Monzón A, Ortega E, Mancebo Quintana S (2009) Assessment of cross-border spillover effects of national transport infrastructure plans: an accessibility approach. Transp Rev 29(4):515–536CrossRef
Zurück zum Zitat Maćkiewicz A, Ratajczak W (1996) Towards a new definition of topological accessibility. Transp Res Part b: Methodol 30(1):47–79CrossRef Maćkiewicz A, Ratajczak W (1996) Towards a new definition of topological accessibility. Transp Res Part b: Methodol 30(1):47–79CrossRef
Zurück zum Zitat Martin D, Wrigley H, Barnett S, Roderick P (2002) Increasing the sophistication of access measurement in a rural healthcare study. Health Place 8(1):3–13CrossRef Martin D, Wrigley H, Barnett S, Roderick P (2002) Increasing the sophistication of access measurement in a rural healthcare study. Health Place 8(1):3–13CrossRef
Zurück zum Zitat Martín JC, Gutiérrez J, Román C (2004) Data envelopment analysis (DEA) index to measure the accessibility impacts of new infrastructure investments: the case of the high- speed train corridor madrid-barcelona-french border. Reg Stud 38(6):697–712CrossRef Martín JC, Gutiérrez J, Román C (2004) Data envelopment analysis (DEA) index to measure the accessibility impacts of new infrastructure investments: the case of the high- speed train corridor madrid-barcelona-french border. Reg Stud 38(6):697–712CrossRef
Zurück zum Zitat Martínez Sánchez-Mateos HS, Givoni M (2012) The accessibility impact of a new high-speed rail line in the UK – a preliminary analysis of winners and losers. J Transp Geogr 25:105–114CrossRef Martínez Sánchez-Mateos HS, Givoni M (2012) The accessibility impact of a new high-speed rail line in the UK – a preliminary analysis of winners and losers. J Transp Geogr 25:105–114CrossRef
Zurück zum Zitat Matisziw TC, Grubesic TH (2010) Evaluating locational accessibility to the US air transportation system. Transp Res Part a: Policy Pract 44(9):710–722 Matisziw TC, Grubesic TH (2010) Evaluating locational accessibility to the US air transportation system. Transp Res Part a: Policy Pract 44(9):710–722
Zurück zum Zitat Mavoa S, Witten K, McCreanor T, O’Sullivan D (2012) GIS based destination accessibility via public transit and walking in Auckland, New Zealand. J Transp Geogr 20(1):15–22CrossRef Mavoa S, Witten K, McCreanor T, O’Sullivan D (2012) GIS based destination accessibility via public transit and walking in Auckland, New Zealand. J Transp Geogr 20(1):15–22CrossRef
Zurück zum Zitat McKenzie BS (2014) Access to supermarkets among poorer neighborhoods: a comparison of time and distance measures. Urban Geogr 35(1):133–151CrossRef McKenzie BS (2014) Access to supermarkets among poorer neighborhoods: a comparison of time and distance measures. Urban Geogr 35(1):133–151CrossRef
Zurück zum Zitat Monzón A, Ortega E, López E (2013) Efficiency and spatial equity impacts of high-speed rail extensions in urban areas. Cities 30(1):18–30CrossRef Monzón A, Ortega E, López E (2013) Efficiency and spatial equity impacts of high-speed rail extensions in urban areas. Cities 30(1):18–30CrossRef
Zurück zum Zitat Moya-Gómez B, Salas-Olmedo MH, García-Palomares JC, Gutiérrez J (2018) Dynamic accessibility using big data: the role of the changing conditions of network congestion and destination attractiveness. Netw Spatial Econ 18(2):273–290CrossRef Moya-Gómez B, Salas-Olmedo MH, García-Palomares JC, Gutiérrez J (2018) Dynamic accessibility using big data: the role of the changing conditions of network congestion and destination attractiveness. Netw Spatial Econ 18(2):273–290CrossRef
Zurück zum Zitat O’Sullivan D, Morrison A, Shearer J (2000) Using desktop GIS for the investigation of accessibility by public transport: an isochrone approach. Int J Geogr Inf Sci 14(1):85–104CrossRef O’Sullivan D, Morrison A, Shearer J (2000) Using desktop GIS for the investigation of accessibility by public transport: an isochrone approach. Int J Geogr Inf Sci 14(1):85–104CrossRef
Zurück zum Zitat Pérez EO, Quintana SM, Pastor IO (2011) Road and railway accessibility atlas of Spain. J Maps 7(1):31–41CrossRef Pérez EO, Quintana SM, Pastor IO (2011) Road and railway accessibility atlas of Spain. J Maps 7(1):31–41CrossRef
Zurück zum Zitat Richardson DB, Volkow ND, Kwan M-P, Kaplan RM, Goodchild MF, Croyle RT (2013) Spatial turn in health research. Science 339(6126):1390–1392CrossRef Richardson DB, Volkow ND, Kwan M-P, Kaplan RM, Goodchild MF, Croyle RT (2013) Spatial turn in health research. Science 339(6126):1390–1392CrossRef
Zurück zum Zitat Salonen M, Toivonen T (2013) Modelling travel time in urban networks: comparable measures for private car and public transport. J Transp Geogr 31:143–153CrossRef Salonen M, Toivonen T (2013) Modelling travel time in urban networks: comparable measures for private car and public transport. J Transp Geogr 31:143–153CrossRef
Zurück zum Zitat Schwanen T, Wang D (2014) Well-being, context, and everyday activities in space and time. Ann Assoc Am Geogr 104(4):833–851CrossRef Schwanen T, Wang D (2014) Well-being, context, and everyday activities in space and time. Ann Assoc Am Geogr 104(4):833–851CrossRef
Zurück zum Zitat Sellner R, Nagl P (2010) Air accessibility and growth – The economic effects of a capacity expansion at Vienna international airport. J Air Transp Manag 16(6):325–329CrossRef Sellner R, Nagl P (2010) Air accessibility and growth – The economic effects of a capacity expansion at Vienna international airport. J Air Transp Manag 16(6):325–329CrossRef
Zurück zum Zitat Shaw SL, Fang Z, Lu S, Tao R (2014) Impacts of high speed rail on railroad network accessibility in China. J Transp Geogr 40:112–122CrossRef Shaw SL, Fang Z, Lu S, Tao R (2014) Impacts of high speed rail on railroad network accessibility in China. J Transp Geogr 40:112–122CrossRef
Zurück zum Zitat Singh SS, Sarkar B (2022) Cumulative opportunity-based accessibility measurement framework in rural India. Transp Policy 117:138–151CrossRef Singh SS, Sarkar B (2022) Cumulative opportunity-based accessibility measurement framework in rural India. Transp Policy 117:138–151CrossRef
Zurück zum Zitat Stelder D (2016) Regional Accessibility Trends in Europe: Road Infrastructure, 1957–2012. Reg Stud 50(6):983–995CrossRef Stelder D (2016) Regional Accessibility Trends in Europe: Road Infrastructure, 1957–2012. Reg Stud 50(6):983–995CrossRef
Zurück zum Zitat Tribby CP, Zandbergen PA (2012) High-resolution spatio-temporal modeling of public transit accessibility. Appl Geogr 34:345–355CrossRef Tribby CP, Zandbergen PA (2012) High-resolution spatio-temporal modeling of public transit accessibility. Appl Geogr 34:345–355CrossRef
Zurück zum Zitat Wang D, Qian J, Chen T, Zhao M, Zhang Y (2014) Influence of the high-speed rail on the spatial pattern of regional tourism – taken Beijing-Shanghai high-speed rail of China as example. Asia Pacific J Tour Res 19(8):890–912CrossRef Wang D, Qian J, Chen T, Zhao M, Zhang Y (2014) Influence of the high-speed rail on the spatial pattern of regional tourism – taken Beijing-Shanghai high-speed rail of China as example. Asia Pacific J Tour Res 19(8):890–912CrossRef
Zurück zum Zitat Wang LH, Liu YX, Sun C, Liu YH (2016) Accessibility impact of the present and future high-speed rail network: a case study of Jiangsu Province, China. J Transp Geogr 54:161–172CrossRef Wang LH, Liu YX, Sun C, Liu YH (2016) Accessibility impact of the present and future high-speed rail network: a case study of Jiangsu Province, China. J Transp Geogr 54:161–172CrossRef
Zurück zum Zitat Wang ZB, Xu G, Bao C, Xu JB (2017) Spatial and economic effects of the Bohai strait cross- sea channel on the transportation accessibility in China. Appl Geogr 83:86–99CrossRef Wang ZB, Xu G, Bao C, Xu JB (2017) Spatial and economic effects of the Bohai strait cross- sea channel on the transportation accessibility in China. Appl Geogr 83:86–99CrossRef
Zurück zum Zitat Weiss DJ, Nelson A, Gibson HS, Temperley W, Peedell S, Lieber A, Hancher M, Poyart E, Belchior S, Fullman N, Mappin B, Dalrymple U, Rozier J, Lucas TCD, Howes RE, Tusting LS, Kang SY, Cameron E, Bisanzio D, Battle KE et al (2018) A global map of travel time to cities to assess inequalities in accessibility in 2015. Nature 553(7688):333–336CrossRef Weiss DJ, Nelson A, Gibson HS, Temperley W, Peedell S, Lieber A, Hancher M, Poyart E, Belchior S, Fullman N, Mappin B, Dalrymple U, Rozier J, Lucas TCD, Howes RE, Tusting LS, Kang SY, Cameron E, Bisanzio D, Battle KE et al (2018) A global map of travel time to cities to assess inequalities in accessibility in 2015. Nature 553(7688):333–336CrossRef
Zurück zum Zitat Yamaguchi K (2007) Inter-regional air transport accessibility and macro-economic performance in Japan. Transp Res Part e: Logist Transp Rev 43(3):247–258CrossRef Yamaguchi K (2007) Inter-regional air transport accessibility and macro-economic performance in Japan. Transp Res Part e: Logist Transp Rev 43(3):247–258CrossRef
Zurück zum Zitat Yiannakoulias N, Bland W, Svenson LW (2013) Estimating the effect of turn penalties and traffic congestion on measuring spatial accessibility to primary health care. Appl Geogr 39:172–182CrossRef Yiannakoulias N, Bland W, Svenson LW (2013) Estimating the effect of turn penalties and traffic congestion on measuring spatial accessibility to primary health care. Appl Geogr 39:172–182CrossRef
Zurück zum Zitat Zhang L, Lu Y (2007) Regional accessibility of land traffic network in the Yangtze river delta. J Geog Sci 17(3):351–364CrossRef Zhang L, Lu Y (2007) Regional accessibility of land traffic network in the Yangtze river delta. J Geog Sci 17(3):351–364CrossRef
Zurück zum Zitat Zhang T, Dong S, Zeng Z, Li J (2018) Quantifying multi-modal public transit accessibility for large metropolitan areas: a time-dependent reliability modeling approach. Int J Geogr Inf Sci 32(8):1649–1676CrossRef Zhang T, Dong S, Zeng Z, Li J (2018) Quantifying multi-modal public transit accessibility for large metropolitan areas: a time-dependent reliability modeling approach. Int J Geogr Inf Sci 32(8):1649–1676CrossRef
Zurück zum Zitat Zhang W, Nian P, Lyu G (2016) A multimodal approach to assessing accessibility of a high-speed railway station. J Transp Geogr 54:91–101CrossRef Zhang W, Nian P, Lyu G (2016) A multimodal approach to assessing accessibility of a high-speed railway station. J Transp Geogr 54:91–101CrossRef
Metadaten
Titel
Evaluating multiscale and multimodal transport inequalities in Chinese cities with massive open-source path data
verfasst von
Tianlu Qian
Zheng Fu
Jie Chen
Shujie Qin
Changbai Xi
Jiechen Wang
Publikationsdatum
27.01.2023
Verlag
Springer Berlin Heidelberg
Erschienen in
Journal of Geographical Systems / Ausgabe 2/2023
Print ISSN: 1435-5930
Elektronische ISSN: 1435-5949
DOI
https://doi.org/10.1007/s10109-022-00402-9

Weitere Artikel der Ausgabe 2/2023

Journal of Geographical Systems 2/2023 Zur Ausgabe

Premium Partner