Calibration of a Density-based Model of Urban Morphogenesis
Juste Raimbault

TL;DR
This paper presents a stochastic model of urban growth based on aggregation and diffusion processes, validated against European urban morphologies, capturing the complex spatial patterns of population densities.
Contribution
The study introduces a validated density-based model of urban morphogenesis that reproduces diverse European urban forms using simple abstract processes.
Findings
Model accurately reproduces European urban morphologies
Aggregation and diffusion processes sufficiently explain urban form diversity
Model validated through statistical comparison with real data
Abstract
We study a stochastic model of urban growth generating spatial distributions of population densities at an intermediate mesoscopic scale. The model is based on the antagonist interplay between the two opposite abstract processes of aggregation (preferential attachment) and diffusion (urban sprawl). Introducing indicators to quantify precisely urban form, the model is first statistically validated and intensively explored to understand its complex behavior across the parameter space. We then compute real morphological measures on local areas of size 50km covering all European Union, and show that the model can reproduce most of existing urban morphologies in Europe. It implies that the morphological dimension of urban growth processes at this scale are sufficiently captured by the two abstract processes of aggregation and diffusion.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
