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A Modular Modelling Framework for Hypotheses Testing in the Simulation of Urbanisation
- Source :
- Systems, Volume 3, Issue 4, Pages 348-377, Systems, MDPI, 2015, 3 (4), pp.348-377. ⟨10.3390/systems3040348⟩, Systems, Vol 3, Iss 4, Pp 348-377 (2015), Systems, 2015, 3 (4), pp.348-377. ⟨10.3390/systems3040348⟩
- Publication Year :
- 2015
- Publisher :
- Multidisciplinary Digital Publishing Institute, 2015.
-
Abstract
- 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).<br />21 pages, 3 figures, working paper
- Subjects :
- [INFO.INFO-CC]Computer Science [cs]/Computational Complexity [cs.CC]
Physics - Physics and Society
Information Systems and Management
Computer Networks and Communications
Computer science
Alternative hypothesis
0211 other engineering and technologies
Evolutionary algorithm
ABM
FOS: Physical sciences
multimodelling
Physics and Society (physics.soc-ph)
02 engineering and technology
Equifinality
lcsh:TA168
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]
lcsh:Technology (General)
0502 economics and business
former soviet union
Virtual Laboratory
system of cities
050207 economics
ComputingMilieux_MISCELLANEOUS
Statistical hypothesis testing
equifinality
business.industry
05 social sciences
021107 urban & regional planning
[SHS.GEO]Humanities and Social Sciences/Geography
Modular design
simulation
[INFO.INFO-MO]Computer Science [cs]/Modeling and Simulation
Industrial engineering
System dynamics
Identification (information)
lcsh:Systems engineering
[INFO.INFO-MA]Computer Science [cs]/Multiagent Systems [cs.MA]
Control and Systems Engineering
Modeling and Simulation
lcsh:T1-995
[INFO.INFO-DC]Computer Science [cs]/Distributed, Parallel, and Cluster Computing [cs.DC]
business
Software
Subjects
Details
- Language :
- English
- ISSN :
- 20798954
- Database :
- OpenAIRE
- Journal :
- Systems
- Accession number :
- edsair.doi.dedup.....9073790b6aa20d8bf0ebcc4b8d5b8e46
- Full Text :
- https://doi.org/10.3390/systems3040348