6 research outputs found
A modular modelling framework for hypotheses testing in the simulation of urbanisation
In this paper, we present a modelling experiment developed to study systems
of cities and processes of urbanisation in large territories over long time
spans. Building on geographical theories of urban evolution, we rely on
agent-based models to 1/ formalise complementary and alternative hypotheses of
urbanisation and 2/ explore their ability to simulate observed patterns in a
virtual laboratory. The paper is therefore divided into two sections : an
overview of the mechanisms implemented to represent competing hypotheses used
to simulate urban evolution; and an evaluation of the resulting model
structures in their ability to simulate - efficiently and parsimoniously - a
system of cities (the Former Soviet Union) over several periods of time (before
and after the crash of the USSR). We do so using a modular framework of
model-building and evolutionary algorithms for the calibration of several model
structures. This project aims at tackling equifinality in systems dynamics by
confronting different mechanisms with similar evaluation criteria. It enables
the identification of the best-performing models with respect to the chosen
criteria by scanning automatically the parameter along with the space of model
structures (as combinations of modelled dynamics).Comment: 21 pages, 3 figures, working pape
The Effects of Inequality, Density, and Heterogeneous Residential Preferences on Urban Displacement and Metropolitan Structure: An Agent-Based Model
Urban displacement - when a household is forced to relocate due to conditions
affecting its home or surroundings - often results from rising housing costs,
particularly in wealthy, prosperous cities. However, its dynamics are complex
and often difficult to understand. This paper presents an agent-based model of
urban settlement, agglomeration, displacement, and sprawl. New settlements form
around a spatial amenity that draws initial, poor settlers to subsist on the
resource. As the settlement grows, subsequent settlers of varying income,
skills, and interests are heterogeneously drawn to either the original amenity
or to the emerging human agglomeration. As this agglomeration grows and
densifies, land values increase, and the initial poor settlers are displaced
from the spatial amenity on which they relied. Through path dependence,
high-income residents remain clustered around this original amenity for which
they have no direct use or interest. This toy model explores these dynamics,
demonstrating a simplified mechanism of how urban displacement and
gentrification can be sensitive to income inequality, density, and varied
preferences for different types of amenities
Peut-on estimer la singularité des villes (post-)soviétiques ? = How to estimate the singularity of (post-)Soviet cities?
Bien que l’urbanisation de l’ex-URSS représente une expérience historique unique, cet article questionne la possibilité de distinguer la part des processus généraux de croissance des villes, de leur localisation et de leur spécialisation, de la part des processus particuliers liés à la taille et à l’organisation politique du territoire et de la part des processus singuliers ne pouvant s’expliquer en dehors de la connaissance des événements ayant affecté les villes analysées. En recourant à plusieurs niveaux et différents types de modèles, nous identifions le résidu (ce qui « résiste à la modélisation ») aux évolutions singulières à l’Union soviétique et à l’histoire locale des villes. Pour cela, nous avons produit une base de données urbaines harmonisées et ajusté des modèles hiérarchiques, spatiaux et statistiques à ces données historiques pour conclure à une hiérarchisation relativement banale des villes soviétiques, une distribution spatiale de pays vastes (accentuée par l’extraction de ressources du sous-sol) et des trajectoires singulières. / Although the urbanisation of the Former Soviet Union is a unique experience, this article questions the possibility of estimating the share of the generic processes of urban growth, spatial location and economic specialisation, the share of the particular processes of urbanisation linked to the size and political organisation of the country, and the share of the singular processes that cannot be explained without a local knowledge of the events which happened in the cities under study. Using several types of models at different scales, we identify the residual as the element that “resists modelling” and illustrates the singular evolutions of the Soviet Union and its cities. To do so, we built a harmonised urban database and fitted hierarchical, spatial and regression models. We conclude that city size inequality increased in a generic manner compared to other systems of cities, that the spatial distribution of cities resemble that of vast countries (especially with the increased reliance on sub-surface resources), and that there exists a set of singular urban trajectories