Avolio, Maria Vittoria and D'Ambrosio, Donato and Di Gregorio, Salvatore and Lupiano, Valeria and Rongo, Rocco and Spataro, William and Trunfio, Giuseppe Andrea (2008) Evaluating cellular automata models by evolutionary multiobjective calibration. In: Cellular automata: 8th international conference on cellular aotomata for reseach and industry, ACRI 2008: proceedings, 23-26 September 2008, Yokohama, Japan. New York, Springer. p. 114-119. (Lecture notes in computer science, 5191/2008). ISBN 978-3-540-79991-7. Conference or Workshop Item.
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This paper proposes a multi-objective approach for Cellular Automata (CA) calibration. The method exploits the available temporal sequences of spatial data in order to produce CAs which are non-dominated (i.e. Pareto optimal) with respect to multiple objectives representing the disagreement between the simulated and real dynamics. A preliminary application, based on a parallel multi-objective Genetic Algorithm, showed that the proposed approach can provide significant insights about potentialities and limits of a CA model.
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