Abstract
A sustainable urban strategy, transit-oriented development (TOD) encourages mixed-use zoning, compact growth, and pedestrian-friendly community designs. Bangladesh’s capital city, Dhaka, may profit significantly from implementing TOD, primarily if metro rail transit is used as the system’s main component. However, determining which metro stations benefit from TOD optimization is still difficult. To address this issue, this study extends conventional clustering techniques to identify metro stations in Dhaka that are suitable for TOD. Seventeen metro stations on mass rapid transit (MRT) line 6 were considered when evaluating the adequacy of the current stations and their surroundings using nine different characteristics. The findings were grouped into five clusters, each representing a metro station and its related features. This study adds to the body of previous knowledge by offering a more thorough method for assessing the viability of present stations and surroundings for TOD enhancement and commonalities among similar clusters. In addition, the analysis sheds light on Dhaka’s metro stations that could accommodate TOD construction, which could help guide decision-making for further urban planning. The authors recommend that urban planners and policymakers develop TOD strategies in identified clusters to promote sustainable urban development. However, this study has limitations, such as the limited number of indicators used and the focus on a specific metro rail transit system. Future research should use transportation modes to improve the generalizability of these findings.
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References
Arrington GB, Cervero R (2008) TCRP report 128: Effects of TOD on housing, parking, and travel. Trans Res Board Natl Acad Washington DC 3:37
Woo JH (2021) Classification of TOD typologies based on pedestrian behavior for sustainable and active urban growth in Seoul. Sustainability 13:3047. https://doi.org/10.3390/su13063047
Bardaka E, Hersey J (2019) Comparing the travel behavior of affordable and market-rate housing residents in the transit-rich neighborhoods of Denver, CO. Travel Behav Soc 15:74–87. https://doi.org/10.1016/j.tbs.2019.01.001
Furlan R, Zaina S, Patel S (2021) The urban regeneration’s framework for transit villages in Qatar: the case of Al Sadd in Doha. Environ Dev Sustain 23:5920–5936. https://doi.org/10.1007/s10668-020-00853-4
Ting L (2015) Evolving TOD concept and its sinicization (TOD). Urban Plan Int 30:72–77
Tecnica Y Proyectos SA (TYPSA) (2020) Feasibility study and preliminary design for construction of Dhaka subway. Dhaka
Calthorpe P (1993) The next American metropolis: ecology, community, and the American dream. Princeton Architectural Press, Princeton
Liu L, Zhang M, Xu T (2020) A conceptual framework and implementation tool for land use planning for corridor transit oriented development. Cities 107:102939
Zemp S, Stauffacher M, Lang DJ, Scholz RW (2011) Classifying railway stations for strategic transport and land use planning: context matters! J Transp Geogr 19:670–679. https://doi.org/10.1016/j.jtrangeo.2010.08.008
Monajem S, Nosratian FE (2015) The evaluation of the spatial integration of station areas via the node place model; an application to subway station areas in Tehran. Transp Res Part D: Transp Environ 40:14–27. https://doi.org/10.1016/j.trd.2015.07.009
Kamruzzaman M, Shatu FM, Hine J, Turrell G (2015) Commuting mode choice in transit oriented development: disentangling the effects of competitive neighbourhoods, travel attitudes, and self-selection. Transp Policy 42:187–196. https://doi.org/10.1016/j.tranpol.2015.06.003
Dittmar H, Poticha S (2004) Defining transit-oriented development: the new regional building block. Island Press, Washington
Hancock MMB, Shepherd DS, Faatz DJ et al (2014) Transit oriented Denver, tod strategic plan 2014. City of Denver, Denver
Kamruzzaman M, Baker D, Washington S, Turrell G (2014) Advance transit oriented development typology: case study in Brisbane, Australia. J Transp Geogr 34:54–70. https://doi.org/10.1016/j.jtrangeo.2013.11.002
Higgins CD, Kanaroglou PS (2016) A latent class method for classifying and evaluating the performance of station area transit-oriented development in the Toronto region. J Transp Geogr 52:61–72. https://doi.org/10.1016/j.jtrangeo.2016.02.012
Huang R, Grigolon A, Madureira M, Brussel M (2018) Measuring transit-oriented development (TOD) network complementarity based on TOD node typology. J Transp Land Use 11:305–324. https://doi.org/10.5198/jtlu.2018.1110
Kahng BK, Association KP (1980) ‘ROSARIO’ metropolis for Seoul 2001: a strategic frame for joint development along subway system. In: The year 2000: Urban growth and perspectives for Seoul. Korea Planners Association Seoul, Korea, pp 492–511
Cervero R, Kockelman K (1997) Travel demand and the 3Ds: density, diversity, and design. Transp Res Part D Transp Environ 2:199–219. https://doi.org/10.1016/S1361-9209(97)00009-6
Rahmat A, Endot IR, Ahmad Z et al (2016) Development of transit oriented development (TOD) model for Malaysia. J Built Environ Technol Eng 1:36–47
Yang L, Song X (2021) TOD typology based on urban renewal: A classification of metro stations for Ningbo city. Urban Rail Transit 7:240–255. https://doi.org/10.1007/s40864-021-00153-8
Chatman DG, Noland RB (2011) Do public transport improvements increase agglomeration economies? A review of literature and an agenda for research. Transp Rev 31:725–742
Newman P, Kenworthy J (1999) Sustainability and cities: overcoming automobile dependence. Island Press, Washington, DC
Renne JL (2009) From transit-adjacent to transit-oriented development. Local Environ 14:1–15. https://doi.org/10.1080/13549830802522376
Sanchez TW, Stolz R, Ma JS (2003) Moving to equity: addressing inequitable effects of transportation policies on minorities
Dittmar H, Ohland G (2012) The new transit town: best practices in transit-oriented development. Island Press, Washington, DC
Jacobson J, Forsyth A (2008) Seven American TODs: good practices for urban design in transit-oriented development projects. J Transp Land Use 1:51–88
Guerra E, Cervero R (2011) Cost of a ride: the effects of densities on fixed-guideway transit ridership and costs. J Am Plann Assoc 77:267–290
Reusser DE, Loukopoulos P, Stauffacher M, Scholz RW (2008) Classifying railway stations for sustainable transitions–balancing node and place functions. J Transp Geogr 16:191–202
Guerra E, Cervero R, Tischler D (2012) Half-mile circle: Does it best represent transit station catchments? Transp Res Rec 2276:101–109
Everitt BS, Landau S, Leese M, Stahl D (2011) Cluster analysis. Wiley, Hoboken
Charrad M, Ghazzali N, Boiteau V, Niknafs A (2014) NbClust: an R package for determining the relevant number of clusters in a data set. J Stat Softw 61:1–36
James G, Witten D, Hastie T, Tibshirani R (2013) An introduction to statistical learning. Springer, Berlin
Ashenden SK (2021) The era of artificial intelligence, machine learning, and data science in the pharmaceutical industry. Academic Press, Cambridge
Murtagh F, Legendre P (2014) Ward’s hierarchical agglomerative clustering method: which algorithms implement Ward’s criterion? J Classif 31:274–295
Masyn KE (2013) Latent class analysis and finite mixture modelling. In: Little TD (eds) The Oxford handbook of quantitative methods in psychology, vol. 2: statistical analysis. Oxford University Press
Magidson J, Vermunt J (2002) Latent class models for clustering: a comparison with K-means. Can J Mark Res 20:36–43
Huang B (2017) Comprehensive geographic information systems. Elsevier, Amsterdam
Rousseeuw PJ (1987) Silhouettes: a graphical aid to the interpretation and validation of cluster analysis. J Comput Appl Math 20:53–65
MacQueen J (1967) Some methods for classification and analysis of multivariate observations. In: Proceedings of the fifth Berkeley symposium on mathematical statistics and probability. Oakland, CA, USA, pp 281–297
Michener CD, Sokal RR (1957) A quantitative approach to a problem in classification. Evolution 130–162
Uddin MA, Hoque MS, Tamanna T et al (2023) A framework to measure transit-oriented development around transit nodes: case study of a mass rapid transit system in Dhaka. Bangladesh Plos one 18:e0280275. https://doi.org/10.1371/journal.pone.0280275
MoUD M (2015) National transit oriented development (TOD) policy. Government of India, New Delhi
Kumar PP, Sekhar CR, Parida M (2020) Identification of neighborhood typology for potential transit-oriented development. Transp Res Part D: Transp Environ 78:102186. https://doi.org/10.1016/j.trd.2019.11.015
Ann S, Yamamoto T, Jiang M (2019) Re-examination of the standards for transit oriented development influence zones in India. J Transp Land Use 12:679–700. https://doi.org/10.5198/jtlu.2019.1534
Leonard K, Rousseeuw PJ (2009) Finding groups in data: an introduction to cluster analysis. Wiley, Hoboken
Tibshirani R, Walther G, Hastie T (2001) Estimating the number of clusters in a data set via the gap statistic. J R Stat Soc Ser B Stat Methodol 63:411–423. https://doi.org/10.1111/1467-9868.00293
Kempf-Leonard K (2004) Encyclopedia of social measurement. Elsevier, Amsterdam
Aggarwal V, Kumar Ahlawat A, Pandey BN (2013) A weight initialization approach for training self organizing maps for clustering applications. In: 2013 3rd IEEE international advance computing conference (IACC). IEEE, Ghaziabad, pp 1000–1005
Rodríguez DA, Kang C-D (2020) A typology of the built environment around rail stops in the global transit-oriented city of Seoul. Korea Cities 100:102663. https://doi.org/10.1016/j.cities.2020.102663
Glaeser EL, Kolko J, Saiz A (2001) Consumer city. J Econ Geogr 1:27–50. https://doi.org/10.1093/jeg/1.1.27
Labib SM, Mohiuddin H, Shakil S (2014) Transport sustainability of Dhaka: a measure of ecological footprint and means for sustainable transportation system. J Bangladesh Inst Plan 6:137–147
Hartigan JA, Wong MA (1979) Algorithm AS 136: a K-means clustering algorithm. Appl Stat 28:100. https://doi.org/10.2307/2346830
Ahmed SJ, Bramley G, Dewan AM (2012) Exploratory growth analysis of a megacity through different spatial metrics: a case study on Dhaka, Bangladesh (1960–2005). J Urban Reg Inf Syst Assoc 24
Siddiqui K (2004) Megacity governance in South Asia: a comparative study. University Press, Cambridge
Cervero R (2013) Linking urban transport and land use in developing countries. J Transp Land Use 6:7–24. https://doi.org/10.5198/jtlu.v6i1.425
Uddin MA, Tamanna T, Adiba S, Bin Kabir S (2023) Revolutionizing TOD planning in a developing country: an objective-weighted framework for measuring nodal TOD index. J Adv Transp 2023:e9911133. https://doi.org/10.1155/2023/9911133
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The authors wish to acknowledge Department of Civil Engineering, Military Institute of Science and Technology, for the tremendous support on conducting this research.
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Uddin, M.A., Roy, S. Examining TOD node typology using k-means, hierarchical, and latent class cluster analysis for a developing country. Innov. Infrastruct. Solut. 8, 304 (2023). https://doi.org/10.1007/s41062-023-01252-0
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DOI: https://doi.org/10.1007/s41062-023-01252-0