Title :
An integrated approach for the validation of emergence in component-based simulation models
Author :
Szabo, Claudia ; Yong Meng Teo
Author_Institution :
Dept. of Comput. Sci., Univ. of Adelaide, Adelaide, SA, Australia
Abstract :
Emergent properties are becoming increasingly important as systems grow in size and complexity. Despite recent research interest in understanding emergent behavior, practical approaches remain a key challenge. This paper proposes an integrated approach for the identification of emergence with two perspectives. A post-mortem emergence analysis requires a-priori knowledge about emergence and can identify the causes of emergent behavior. In contrast, a live analysis, in which emergence is identified as it happens, does not require prior knowledge and relies on a more rigorous definition of individual model components in terms of what they achieve, rather than how. Our proposed approach integrates reconstructability analysis in the validation of emergence included in our proposed component-based model development life-cycle.
Keywords :
object-oriented programming; software agents; component-based simulation model development life-cycle; emergence validation; emergent behavior; emergent properties; individual model components; live analysis; post-mortem emergence analysis; reconstructability analysis; Analytical models; Birds; Complexity theory; Computational modeling; Computer science; Educational institutions; Taxonomy;
Conference_Titel :
Simulation Conference (WSC), Proceedings of the 2012 Winter
Conference_Location :
Berlin
Print_ISBN :
978-1-4673-4779-2
Electronic_ISBN :
0891-7736
DOI :
10.1109/WSC.2012.6465059