Simulation of land use changes using cellular automata and artificial neural network
This paper presents a method integrating artificial neural network (ANN) in cellular automata (CA) to simulate land use changes in Luxembourg and the areas adjacent to its borders. The ANN is used as a base of CA model transition rule. The proposed method shows promising results for prediction of land use over time. The ANN is validated using cross-validation technique and Receiver Operating Characteristic (ROC) curve analysis, and compared with logit model and a support vector machine approach. The application described in this paper highlights the interest of integrating ANNs in CA based model for land use dynamic simulation.
|Date of creation:||Feb 2012|
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- OMRANI Hichem & CHARIF Omar & KLEIN Olivier & GERBER Philippe, 2010. "An Approach for spatial and temporal data analysis: application for mobility modeling of workers in Luxembourg and its bordering areas," LISER Working Paper Series 2010-16, LISER.
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