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Cellular automata urban expansion model based on support vector machines
El Saeid Mustafa, Ahmed Mohamed; Rienow, Andreas; Saadi, Ismaïl et al.
2016In Mostafavi, Mir‐Abolfazl; Pinto, Nuno (Eds.) PROCEEDINGS of Second International Symposium on Cellular Automata Modeling for Urban and Spatial Systems
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Abstract :
[en] Land-use change models are used to explore the dynamics and drivers of land-use/landcover change and to inform policies affecting such change. A broad array of applications and modeling methods are available and each type has certain advantages and disadvantages depending on the objective of the research. This work presents an approach combining cellular automata (CA) model and supported vector machine (SVM) and binary logistic regression model (Logit) for simulating urban expansion in Wallonia (Belgium). This article emphasizes the interest in comparing combining CA with conventional Logit versus combining CA with SVM method as a base of CA model transition rule. Relative operating characteristic (ROC) and spatial matrices are used to validate the model. Model validation shows that the allocation performance of CA-SVM outperformed CALogit approach.
Research center :
LEMA
Disciplines :
Engineering, computing & technology: Multidisciplinary, general & others
Author, co-author :
El Saeid Mustafa, Ahmed Mohamed ;  Université de Liège > Département ArGEnCo > LEMA (Local environment management and analysis)
Rienow, Andreas;  Bonn University > Department of Geography
Saadi, Ismaïl ;  Université de Liège > Département ArGEnCo > Transports et mobilité
Cools, Mario  ;  Université de Liège > Département ArGEnCo > Transports et mobilité
Teller, Jacques  ;  Université de Liège > Département ArGEnCo > Urbanisme et aménagement du territoire
Language :
English
Title :
Cellular automata urban expansion model based on support vector machines
Alternative titles :
[en] CA-SVM urban expansion model
Publication date :
30 October 2016
Event name :
The Second International Symposium on Cellular Automata Modeling for Urban and Spatial Systems
Event organizer :
the Convergence Network and the Centre for Research in Geomatics, Université Laval
Event place :
Québec, Canada
Event date :
from September 21 to 23, 2016
Audience :
International
Main work title :
PROCEEDINGS of Second International Symposium on Cellular Automata Modeling for Urban and Spatial Systems
Main work alternative title :
[en] CAMUSS-2016 PROCEEDINGS
Editor :
Mostafavi, Mir‐Abolfazl
Pinto, Nuno
Pages :
100-104
Peer reviewed :
Peer reviewed
Name of the research project :
ARC-FloodLand
Funders :
The research was funded through the ARC grant for Concerted Research Actions, financed by the Wallonia-Brussels Federation.
Available on ORBi :
since 02 July 2017

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