Application of Hierarchical Clustering for Creating Urban Green Space Typology
DOI:
https://doi.org/10.3097/LO.2026.1150Keywords:
urban green spaces, typology, urban landscape, Silesian MetropolisAbstract
In the face of rapid urbanization and dynamic changes in the landscape, the role of urban green spaces gains in importance. Developing a compre-hensive, regionally tailored typology of urban green spaces is essential for capturing the full diversity of urban ecosystems. This study presents a novel approach to creating urban green space typology, integrating hier-archical cluster analysis as the primary method. This statistical approach utilizes numerous spatial data features, which are characteristics related to their function, morphology, and management. Using a clustering al-gorithm, elements were grouped into relatively homogeneous classes and the relationships between objects with scaled cluster distances were examined. The main result of this study is a hierarchical typology of ur-ban green spaces, distinguishing two groups and 11 types of urban green spaces. Despite the satisfactory overall results of the hierarchical cluster analysis, an extended typology was proposed because urban gardens are characterized by a very high degree of heterogeneity within a type.
References
Ahern, J.F. (2016). Novel Urban Ecosystems: Concepts, Definitions and a Strategy to Support Urban Sustainability and Resilience. Landscape Architecture Frontiers, 66, 10-21.
Bartesaghi Koc, C., Osmond, P., & Peters, A. (2017). Towards a comprehensive green infrastructure typology: A systematic review of approaches, methods and typologies. Urban Ecosystems, 20, 15–35. https://doi.org/10.1007/s11252-016-0578-5
Bell, S., Montarzino, A., & Travlou, P. (2007). Mapping research priorities for green and public urban space in the UK. Urban Forestry & Urban Greening, 6(2), 103–115. https://doi.org/10.1016/j.ufug.2007.03.005
Belmeziti, A., Cherqui, F., & Kaufmann, B. (2018). Improving the multi-functionality of urban green spaces: Relations between components of green spaces and urban services. Sustainable Cities and Society, 43,1-10. https://doi.org/10.1016/j.scs.2018.07.014
Benton-Short, L., Keely, M., & Rowland, J. (2021). Green infrastructure, green space, and sustainable urbanism: geography’s important role. In D.H Kaplan & V.K. Turner (Eds.), Geographic Perspectives on Urban Sustainability (pp. 330-351). Routledge. https://doi.org/10.4324/9781003130185
Biernacka, M., & Kronenberg, J. (2019). Urban Green Space Availability, Accessibility and Attractiveness, and the delivery of Ecosystem Services. Cities and the Environment (CATE), 12(1). Retrieved September 21, 2024, from: https://digitalcommons.lmu.edu/cate/vol12/iss1/5
Biernacka, M., Kronenberg, J., Łaszkiewicz, E., Czembrowski, P., Parsa, V.A., & Sikorska, D. (2023). Beyond urban parks: Mapping informal green spaces in an urban–peri-urban gradient. Land Use Policy, 131(106746). https://doi.org/10.1016/j.landusepol.2023.106746
Boulton, C., Dedekorkut-Howes, A., M Holden, M., & Byrne, J. (2020). Under pressure: Factors shaping urban greenspace provision in a mid-sized city. Cities, 106, 102816. https://doi.org/10.1016/j.cities.2020.102816
Buckland, M., Pojani, D. (2022). Green space accessibility in Europe: a comparative study of five major cities. European Planning Studies, 31(1), 146–167. https://doi.org/10.1080/09654313.2022.2088230
Cheng, Z., Li, X., & Zhang, Q. (2023). Can new-type urbanization promote the green intensive use of land?. Journal of Environmental Management 342, 118150. https://doi.org/10.1016/j.jenvman.2023.118150
Chmielewska, M., Lamparska, M., Pytel, S., & Jurek, K. (2016). Zagłębiowskie osiedla patronackie: Projekt szlaku turystycznego. Stowarzyszenie na Rzecz Ochrony Dziedzictwa Przyrodniczego i Kulturowego “Moje Miasto”, Będzin.
Cvejić R., Eler, K., Pintar, M., Železnikar, S., Haase, D., Kabisch, N., & Strohbach, M. (2015). A typology of urban green spaces, ecosystem services provisioning services and demands. Report of the GREEN SURGE project. Retrieved September 21, 2024, from: https://assets.centralparknyc.org/pdfs/institute/p2p-upelp/1.004_Greensurge_A+Typology+of+Urban+Green+Spaces.pdf
Czarnecki, W. (1968). Planowanie miast i osiedli: Krajobraz i tereny zielone (T. III). Wydawnictwo PWN, Warszawa, p.706.
Czerwieniec, M., & Lewińska, J. (2000). Zieleń w mieście. Instytut Gospodarki Przestrzennej i Komunalnej, Kraków.
Dymek, D., Wilkaniec, A., Bednorz, L., Szczepańska, M. & (2021). Significance of allotment gardens in urban greenspace systems and their classification for spatial planning purposes: A case study of Poznań, Poland. Sustainability (Switzerland) 13(19), 11044. https://doi.org/10.3390/su131911044
Engemann, K., Breed, C., Brom, P., & Pasgaard, M. (2024). Transdisciplinary approaches assessing unmanaged urban green spaces reveal benefits for biodiversity and people. Socio-Ecological Practice Research, 6(2), 155–175. https://doi.org/10.1007/s42532-024-00184-y
Feltynowski, M., & Kronenberg, J. 2020. Urban Green Spaces—An Underestimated Resource in Third-Tier Towns in Poland. Land, 9(11), 453. https://doi.org/10.3390/land9110453
Feltynowski, M. (2023). Urban green spaces in land-use policy – types of data, sources of data and staff – the case of Poland. Land Use Policy, 127, 106570. https://doi.org/10.1016/j.landusepol.2023.106570
Giannico, V., Spano, G., Elia, M., D’Este, M., Sanesi, G., & Lafortezza, R. (2021). Green spaces, quality of life, and citizen perception in European cities. Environmental Research, 196, 110922. https://doi.org/10.1016/j.envres.2021.110922
Giedych, R. (2003). Problemy identyfikacji systemu terenów rekreacyjnych miast na przykładzie terenów zieleni Warszawy. Problemy Ekologii Krajobrazu 11, 277–283.
Guo, G., Zhou, X., Wu, Z., Xiao, R., & Chen, Y. (2016). Characterizing the impact of urban morphology heterogeneity on land surface temperature in Guangzhou, China. Environmental Modelling & Software, 84, 427–439. https://doi.org/10.1016/j.envsoft.2016.06.021
Guo, G., Wu, Z., Cao, Z. Chen, Y., & Zheng Z. (2021). Location of greenspace matters: a new approach to investigating the effect of the greenspace spatial pattern on urban heat environment. Landscape Ecology, 36, 1533–1548. https://doi.org/10.1007/s10980-021-01230-w
Haq, S. M. A. (2011). Urban green spaces and an integrative approach to sustainable environment. Journal of Environmental Protection, 2, 601–608. https://doi. org/10.4236/jep.2011.25069
Henderson, C.J., Gilby, B.L., Schlacher, T.A., Connolly, R.M., Sheaves, M., Maxwell, P.S., Flint, N., Borland, H.P., Martin, T.S.H., Gorissen, B., & Olds, A.D. (2020). Landscape transformation alters functional diversity in coastal seascapes. Ecography, 43, 138-148. https://doi.org/10.1111/ecog.04504
Hu, R., Luo, J. M., Li, Y., Wang, L., Ma, J., Henriques, D., & Coetzee, W. (2020). Qualitative study of green resort attributes - A case of the crosswaters resort in China. Cogent Social Sciences, 6(1), 1742525. https://doi.org/10.1080/23311886.2020.1742525
Hunter, A. J., & Luck, G. W. (2015). Defining and measuring the social-ecological quality of urban greenspace: A semi-systematic review. Urban Ecosystems, 18(4), 1139–1163. https://doi.org/10.1007/s11252-015-0456-6
Ignatieva, M., & Mofrad, F. (2023). Understanding urban green spaces typology’s contribution to comprehensive green infrastructure planning: A study of Canberra, the national capital of Australia. Land, 12(5), 950. https://doi. org/10.3390/land12050950
Islam, M. R., Talukdar, S., Rihan M., & Rahman A. (2024). Evaluating cooling effect of blue-green infrastructure on urban thermal environment in a metropolitan city: Using geospatial and machine learning techniques. Sustainable Cities and Society, 113, 105666. https://doi.org/10.1016/j.scs.2024.105666
Jay, M., & Schraml, U. (2009). Understanding the role of urban forests for migrants–uses, perception and integrative potential. Urban Forestry & Urban Greening, 8(4), 283-294. https://doi.org/10.1016/j.ufug.2009.07.003
Jerome, G., Sinnett, D., Burgess, S., Calvert, T., & Mortlock, R. (2019). A framework for assessing the quality of green infrastructure in the built environment in the UK. Urban Forestry and Urban Greening, 40, 174–182. https://doi.org/10.1016/j.ufug.2019.04.001
Jones, L., Anderson, S., Læssøe, J., Banzhaf, E., Jensen, A., Bird, D.N., Miller, J., Hutchins, M.G., Yang, J., Garrett, J., Taylor, T., Wheeler, B.W., Lovell, R., Fletcher, D., Qu, Y., Vieno, M., & Zandersen, M. (2022). A typology for urban Green Infrastructure to guide multifunctional planning of nature-based solutions. Nature-Based Solutions, 2,100041. https://doi.org/10.1016/j.nbsj.2022.100041
Kaczyńska, M. (2020). The church garden as an element improving the quality of city life – A case study in Warsaw. Urban Forestry & Urban Greening, 54, 126765. https://doi.org/10.1016/j.ufug.2020.126765
Khodadad, M., Aguilar-Barajas, I., & Khan, A. Z. (2023). Green infrastructure for urban flood resilience: A review of recent literature on bibliometrics, methodologies, and typologies. Water, 15(3), 523. https://doi.org/10.3390/w15030523
Kimpton, A. (2017). A spatial analytic approach for classifying greenspace and comparing greenspace social equity. Applied Geography, 82, 129–142. https://doi.org/10.1016/j.apgeog.2017.03.016
Koroso, N.H., & Zevenbergen, J.A. (2024). Urban land management under rapid urbanization: Exploring the link between urban land policies and urban land use efficiency in Ethiopia. Cities, 153, 105269. https://doi.org/10.1016/j.cities.2024.105269
Kronenberg, J., Haase, A., Łaszkiewicz, E., Antal, A., Baravikova, A., Biernacka, M., Dushkova D., Filčak, R., Haase, D., Ignatieva, M., Khmara, Y., Niţă, M.R., & Onose, D.A. (2020). Environmental justice in the context of urban green space availability, accessibility, and attractiveness in postsocialist cities. Cities, 106, 102862. https://doi.org/10.1016/j.cities.2020.102862
Kruja, S., Braçe, O., Garrido Cumbrera, M., & Kokthi, E. (2024). Exploring the mediating role of physical activity in the relationship between green space exposure and well-being: Results from the AUGS Survey. Landscape Online, 99, 1126. https://doi.org/10.3097/lo.2024.1126
leBrasseur R. (2022). Linking human wellbeing and urban greenspaces: Applying the SoftGIS tool for analyzing human wellbeing interaction in Helsinki, Finland. Frontiers in Environmental Science, 10, 950894. https://doi.org/10.3389/fenvs.2022.950894
Lis, M. (2001). Górny Śląsk: zarys dziejów do połowy XX wieku. Wydawnictwo Uniwersytetu Opolskiego, Opole.
Maes, M.J.A. (2021). Connecting science with policy for sustainable development of urban ecosystems [Doctoral dissertation, University College of London]. UCL Discovery. https://discovery.ucl.ac.uk/id/eprint/10138575/
Mabon, L., & Shih, W-Y. (2021). Urban greenspace as a climate change adaptation strategy for subtropical Asian cities: A comparative study across cities in three countries. Global Environmental Change, 68, 102248. https://doi.org/10.1016/j.gloenvcha.2021.102248
Mundher, R., Abu Bakar, S., Maulan, S., Mohd Yusof, M.J., Al-Sharaa, A., Aziz, A., & Gao, H. (2022). Aesthetic Quality Assessment of Landscapes as a Model for Urban Forest Areas: A Systematic Literature Review. Forests, 13, 991. https://doi.org/10.3390/f13070991
Myga-Piątek, U., Żemła-Siesicka, A., Pukowiec-Kurda, K., Sobala, M., & Nita, J. (2021). Is there urban landscape in metropolitan areas? An unobvious answer based on Corine Land Cover analyses. Land, 10(1), 51. https://doi.org/10.3390/land10010051
Head Office of Geodesy and Cartography. (2024). National Geoportal. Retrieved July 4, 2024, from https://www. geoportal.gov.pl/
Neuenschwander, N., Hayek, U.W., & Grêt-Regamey, A. (2014). Integrating an urban green space typology into procedural 3D visualization for collaborative planning. Computers Environment and Urban Systems, 48, 99–110. https://doi.org/10.1016/j.compenvurbsys.2014.07.010
Nordh, H., Evensen, K. H., & Skår, M. (2017). A peaceful place in the city—A qualitative study of restorative components of the cemetery. Landscape and Urban Planning, 167, 108–117. https://doi.org/1016/j.landurbplan.2017.06.004
Pałubska, K. (2012). Method for Assessing Recreational Usability of Complex Cultural Landscape Structures in Highly Urbanized Environments. Architektura Krajobrazu, 3, 22–36.
Pancewicz, A., Tadla, N., Janikowska, W., & Wawrzonowska, K. (2021). Wpływ działań rewitalizacyjnych na zmianę wizerunku oraz jakość życia w miastach rdzenia Górnośląsko-Zagłębiowskiej Metropolii. Builder, 285(4), 39–41. https://doi.org/10.5604/01.3001.0014.7832
Panduro, T.E., & Lausted Veie, K. (2013). Classification and valuation of urban green spaces—A hedonic house price valuation. Landscape and Urban Planning, 120, 119-128. https://doi.org/10.1016/j.landurbplan.2013.08.009
Pueffel, C., Haase, D., & Priess, J. A. (2018). Mapping ecosystem services on brownfields in Leipzig, Germany. Ecosystem Services, 30, 73–85. https://doi.org/10.1016/j. ecoser.2018.01.011
Pukowiec-Kurda, K., & Vavrouchová, H. (2020). Land cover change and landscapes transformations (2000–2018) in the rural municipalities of the Upper Silesia-Zagłębie metropolis. Sustainability, 12(23), 9911. https://doi.org/10.3390/su12239911
Pukowiec-Kurda, K., 2022. The urban ecosystem services index as a new indicator for sustainable urban planning and human well-being in cities. Ecological Indicators 144, 109532. https://doi.org/10.1016/j.ecolind.2022.109532
Pytel, S., Sitek, S., Chmielewska, M., Zuzańska-Żyśko, E., Runge, A., & Markiewicz-Patkowska, J. (2021). Transformation Directions of Brownfields: The Case of the Górnośląsko-Zagłębiowska Metropolis. Sustainability, 13(4), 2075. https://doi.org/10.3390/su13042075
Ritchie, H., Samborska, V., Roser, M. (2024). Urbanization. Retrieved August 7, 2024, from https://ourworldindata. org/urbanization
Romero-Duque, L.P., Trilleras, J.M., Castellarini, F., & Quijas, S. (2020). Ecosystem services in urban ecological infrastructure of Latin America and the Caribbean: How do they contribute to urban planning? Science of The Total Environment, 728,138780 https://doi.org/10.1016/j.scitotenv.2020.138780
Rupprecht, C.D.D., & Byrne, J.A., (2014). Informal urban greenspace: A typology and trilingual systematic review of its role for urban residents and trends in the literature. Urban Forestry & Urban Greening, 13(4), 597-611. https:// doi.org/10.1016/j.ufug.2014.09.002
Schuster-Olbrich, J.P., Marquet, O., Miralles-Guasch, C., & Arce, L.F. (2024). Spatial patterns and drivers of urban expansion: An exploratory spatial analysis of the Metropolitan Region of Santiago, Chile, from 1997 to 2013. Cities, 153, 105305. https://doi.org/10.1016/j.cities.2024.105305
Šiftová, J. (2021). Shaping the urban home garden: Socio-ecological forces in the management of private green spaces. Land Use Policy, 111, 105784. https://doi.org/10.1016/j.landusepol.2021.105784
Sikorska, D., Łaszkiewicz, E., Krauze, K., & Sikorski, P. (2020). The role of informal green spaces in reducing inequalities in urban green space availability to children and seniors. Environmental Science & Policy, 108, 144-154. https://doi.org/10.1016/j.envsci.2020.03.007
Sun, L., Chen, J., Li, Q., & Huang, D. (2020). Dramatic uneven urbanization of large cities throughout the world in recent decades. Nature Communications, 11, 5366. https://doi.org/10.1038/s41467-020-19158-1
Smith, M. (2018). Statistical Analysis Handbook. The Winchelsea Press, Drumlin Security Ltd, Edinburgh.
Statistics Poland. (2024). Local Data Bank. Retrieved August 7, 2024, from https://bdl.stat.gov.pl/BDL/start Head Office of Geodesy and Cartography. (2024). PZGiK Portal. 2024. Database of Topographic Objects. Retrieved July 7, 2024, from https://pzgik.wodgik.katowice.pl/bdot10k
Sztubecka, M., Maciejko, A., & Skiba, M. (2022). The Landscape of the Spa Parks Creation through Components Influencing Environmental Perception Using Multi-Criteria Analysis. Sustainability, 14(9), 5657. https://doi.org/10.3390/su14095657
United Nations. (2017). World Urbanization Prospects: The 2018 Revision. Retrieved August 7, 2024, from https:// population.un.org/wpp/
Vidal, D.G., Dias, R.C., Patoilo Teixeira, C., Oliveira Fernandes, C., Filho, W.L., Barros, N., & Maia R.L. (2022). Clustering public urban green spaces through ecosystem services potential: A typology proposal for place-based interventions. Environmental Science & Policy, 132, 262-272. https://doi.org/10.1016/j.envsci.2022.03.002
Wali, B., Frank, L.D., Chapman, J., & Fox, E.H. (2024). Role of walkability, bike infrastructure, and greenspace in combatting chronic diseases: A heterogeneous ecological analysis in the United States. Sustainable Cities and Society, 113, 105550. https://doi.org/10.1016/j.scs.2024.105550
Ward, J. H. (1963). Hierarchical Grouping to Optimize an Objective Function. Journal of the American Statistical Association, 58(301), 236–244. https://doi.org/10.1080/01621459.1963.10500845
Wassenberg, C. L., Goldenberg, M. A., & Soule, K. E. (2015). Benefits of botanical garden visitation: A means-end study. Urban Forestry and Urban Greening, 14(1), 148–155. https://doi.org/10.1016/j.ufug.2015.01.002
Weerasuriya, R., Henderson-Wilson, C., & Townsend, M. (2019). A systematic review of access to green spaces in healthcare facilities. Urban Forestry & Urban Greening, 40, 125–132. https://doi.org/10.1016/j.ufug.2018.06.019
Włodarczyk-Marciniak, R., Sikorska, D., Krauze, K. (2020). Residents’ awareness of the role of informal green spaces in a post-industrial city, with a focus on regulating services and urban adaptation potential. Sustainable Cities and Society, 59,102236. https://doi.org/10.1016/j.scs.2020.102236
Wu, S., Chen, B., Webster, C., Xu, B., & Gong, P. (2023). Improved human greenspace exposure equality during 21st century urbanization. Nature Communications, 14(1), 6460. https://doi.org/10.1038/s41467-023-41620-z
Yang, G., Yu, Z., Jørgensen, G., & Vejre, H. (2020). How can urban blue-green space be planned for climate adaption in high-latitude cities? A seasonal perspective. Sustainable Cities and Society, 53, 101932. https://doi.org/10.1016/j.scs.2019.101932
Young, R., Zanders, J., Lieberknecht, K., & Fassman-Beck, E. (2014). A comprehensive typology for mainstreaming urban green infrastructure. Journal of Hydrology, 519, 2571–2583. https://doi.org/10.1016/j.jhydrol.2014.05.048
Zinia, N.J., & McShane, P. (2021). Urban ecosystems and ecosystem services in megacity Dhaka: mapping and inventory analysis. Urban Ecosystems, 24(5), 915–928. https://doi.org/10.1007/s11252-020-01076-1
Zhao, Y., van den Berg, P. E. W., Ossokina, I. V., & Arentze, T. A. (2024). How do urban parks, neighborhood open spaces, and private gardens relate to individuals’ subjective well-being: Results of a structural equation model. Sustainable Cities and Society, 101, 105094. https://doi.org/10.1016/j.scs.2023.105094
Zuzańska-Żyśko, E. (2012). Funkcje metropolitalne w Górnośląskim Obszarze Metropolitalnym. Studia Regionalne i Lokalne, 13(48), 39–61.
Zwierzchowska I. (2008). Zróżnicowanie stopnia fragmentacji terenów zieleni w miastach Wielkopolski. Problemy Ekologii Krajobrazu 22, 79-88.
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