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A Quantitative Method to Study the Relationship between Urban Form and City Liveability Indexes
Defining the attributes of urban form which relate to city liveability has long been the research topic of a wide range of experts such as architects, urbanists, geographers, and, more recently, computational social scientists. Both qualitative and quantitative approaches have been developed to study this matter; however, the former often lack of generalizability, as results are mainly based on personal views, and replicability, as no systematic methodology has ever been presented. The latter, although being more generalizable, are still geographically constrained to relatively small regions (e.g., a neighbourhood, a city). Moreover, they focus on single aspects of urban form (e.g., density) rather than on multiple ones (e.g., accessibility, density, connectivity), as Urban Morphology predicates. In this thesis, I propose a quantitative approach to study the relationship between multiple aspects of urban form and city liveability indexes that is replicable and applicable to areas of arbitrarily large size. Metrics of urban form are derived from urban theories and extracted from openly accessible datasets such as census data and OpenStreetMap (OSM). These metrics are then used as independent variables in a linear regression model with a liveability index as dependent one. To test the proposed approach, I apply it to different urban regions of the United Kingdom (UK) to understand the relationship between urban form and different aspects of city liveability such as socio-economic deprivation, life expectancy, and childhood obesity. Models show adjusted R squared values up to 0.76, suggesting good model fit overall. Interpretations of model outcomes and regression coefficients, for the specific geographic context of the UK, suggest that neighbourhoods with worse liveability are characterised by tower block developments, low connectivity, and a predominantly regular street layout. Conversely, more liveable neighbourhoods tend to be characterised by more connectivity, a denser urban fabric, and an above-average ...
A Quantitative Method to Study the Relationship between Urban Form and City Liveability Indexes
Defining the attributes of urban form which relate to city liveability has long been the research topic of a wide range of experts such as architects, urbanists, geographers, and, more recently, computational social scientists. Both qualitative and quantitative approaches have been developed to study this matter; however, the former often lack of generalizability, as results are mainly based on personal views, and replicability, as no systematic methodology has ever been presented. The latter, although being more generalizable, are still geographically constrained to relatively small regions (e.g., a neighbourhood, a city). Moreover, they focus on single aspects of urban form (e.g., density) rather than on multiple ones (e.g., accessibility, density, connectivity), as Urban Morphology predicates. In this thesis, I propose a quantitative approach to study the relationship between multiple aspects of urban form and city liveability indexes that is replicable and applicable to areas of arbitrarily large size. Metrics of urban form are derived from urban theories and extracted from openly accessible datasets such as census data and OpenStreetMap (OSM). These metrics are then used as independent variables in a linear regression model with a liveability index as dependent one. To test the proposed approach, I apply it to different urban regions of the United Kingdom (UK) to understand the relationship between urban form and different aspects of city liveability such as socio-economic deprivation, life expectancy, and childhood obesity. Models show adjusted R squared values up to 0.76, suggesting good model fit overall. Interpretations of model outcomes and regression coefficients, for the specific geographic context of the UK, suggest that neighbourhoods with worse liveability are characterised by tower block developments, low connectivity, and a predominantly regular street layout. Conversely, more liveable neighbourhoods tend to be characterised by more connectivity, a denser urban fabric, and an above-average ...
A Quantitative Method to Study the Relationship between Urban Form and City Liveability Indexes
Venerandi, A (Autor:in) / Capra, L
28.08.2017
Doctoral thesis, UCL (University College London).
Hochschulschrift
Elektronische Ressource
Englisch
DDC:
720
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