On the relationship between urban form and amenities: A new perspective from Qom (Iran)

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dc.contributor.authorVenerandi Alessandro
dc.contributor.authorZamani Vahid
dc.contributor.authorPorta Sergio
dc.date.accessioned2024-03-18T08:29:45Z
dc.date.available2024-03-18T08:29:45Z
dc.date.issued2023
dc.description.abstractAmenities are fundamental for urban life as they promote socio-economic interactions and enhance city dynamics. Previous studies investigated the relationship between metrics of street network centrality and urban amenities. However, they hardly focused on further aspects of the built environment. A further drawback is that relationships were mainly assessed through linear models even though more complex and non-linear relationships plausibly exist. In this work, we, first, comprehensively describe the urban form of our case study, the city of Qom (Iran), through a set of 55 morphometrics computed at the plot level; second, we investigate the relationship between these metrics and density of amenities, through a set of machine learning techniques that handle non-linear behaviours. The best model explains up to 45% of the variance of the density measure, with coverage ratio, plot size, floor area ratio, street canyon width, and betweenness centrality being the top five explanatory factors. While the findings of this work do not have universal value, the methodology can be replicated to explore the same research question in different contexts. It can also be used as an evidence-based tool to inform design choices in urban redevelopment affecting the location of amenities in cities.en_EN
dc.identifier.citationVenerandi Alessandro, Zamani Vahid, Porta Sergio., On the relationship between urban form and amenities: A new perspective from Qom (Iran). W: XXIX International Seminar on Urban Form. ISUF 2022 Urban Redevelopment and Revitalisation. A Multidisciplinary Perspective. 6th June – 11th September 2022, Łódź–Kraków, Kantarek A.A. (Ed.), Hanzl M. (Ed.), Figlus T. (Ed.), Musiaka Ł. (Ed.)., Lodz University of Technology Conference Proceedings No. 2554, Lodz University of Technology Press, Lodz 2023, p. 1650-1662, ISBN 978-83-67934-03-9, DOI: 10.34658/9788367934039.133.
dc.identifier.doi10.34658/9788367934039.133
dc.identifier.isbn978-83-67934-03-9
dc.identifier.urihttp://hdl.handle.net/11652/5160
dc.identifier.urihttps://doi.org/10.34658/9788367934039.133
dc.language.isoen
dc.page.numberp. 1650-1662
dc.publisherLodz University of Technology Pressen_EN
dc.publisherWydawnictwo Politechniki Łódzkiejpl_PL
dc.relation.ispartofKantarek A.A. (Ed.), Hanzl M. (Ed.), Figlus T. (Ed.), Musiaka Ł. (Ed.)., XXIX International Seminar on Urban Form. ISUF 2022 Urban Redevelopment and Revitalisation. A Multidisciplinary Perspective. 6th June – 11th September 2022, Łódź–Kraków, Lodz University of Technology Conference Proceedings No. 2554, Lodz University of Technology Press, Lodz 2023, ISBN 978-83-67934-03-9, DOI: 10.34658/9788367934039.
dc.relation.ispartofseriesLodz University of Technology Conference Proceedings No. 2554
dc.rightsDla wszystkich w zakresie dozwolonego użytkupl_PL
dc.rightsFair use conditionen_EN
dc.rights.licenseLicencja PŁpl_PL
dc.rights.licenseLUT Licenseen_EN
dc.subjecturban morphologyen_EN
dc.subjecturban morphometricsen_EN
dc.subjectmachine learningen_EN
dc.subjectamenitiesen_EN
dc.subjectQom (Iran)en_EN
dc.subjectmorfologia miastapl_PL
dc.subjectmorfometria miastapl_PL
dc.subjectuczenie maszynowepl_PL
dc.subjectudogodnieniapl_PL
dc.titleOn the relationship between urban form and amenities: A new perspective from Qom (Iran)en_EN
dc.typekonferencja - rozdziałpl_PL
dc.typeconference - chapteren_EN

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