A city of cities: Measuring how 15-minutes urban accessibility shapes human mobility in Barcelona
arXiv:2103.15638 · doi:10.1371/journal.pone.0250080
Abstract
As cities expand, human mobility has become a central focus of urban planning and policy making to make cities more inclusive and sustainable. Initiatives such as the "15-minutes city" have been put in place to shift the attention from monocentric city configurations to polycentric structures, increasing the availability and diversity of local urban amenities. Ultimately they expect to increase local walkability and increase mobility within residential areas. While we know how urban amenities influence human mobility at the city level, little is known about spatial variations in this relationship. Here, we use mobile phone, census, and volunteered geographical data to measure geographic variations in the relationship between origin-destination flows and local urban accessibility in Barcelona. Using a Negative Binomial Geographically Weighted Regression model, we show that, globally, people tend to visit neighborhoods with better access to education and retail. Locally, these and other features change in sign and magnitude through the different neighborhoods of the city in ways that are not explained by administrative boundaries, and that provide deeper insights regarding urban characteristics such as rental prices. In conclusion, our work suggests that the qualities of a 15-minutes city can be measured at scale, delivering actionable insights on the polycentric structure of cities, and how people use and access this structure.
arXiv comment32 pages, 7 figures
References in corpus (15)
- SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python
- Array Programming with NumPy
- Understanding individual human mobility patterns
- A universal model for mobility and migration patterns
- Structure of urban movements: polycentric activity and entangled hierarchical flows
- From mobile phone data to the spatial structure of cities
- The Dynamics of a Mobile Phone Network
- From the betweenness centrality in street networks to structural invariants in random planar graphs
- Unraveling the origin of exponential law in intra-urban human mobility
- Modeling collective human mobility: Understanding exponential law of intra-urban movement
- Inferring human mobility using communication patterns
- General scores for accessibility and inequality measures in urban areas
- The Effect of Pokémon Go on The Pulse of the City: A Natural Experiment
- The GWR route map: a guide to the informed application of Geographically Weighted Regression
- Gravity model explained by the radiation model on a population landscape