Please use this identifier to cite or link to this item: https://doi.org/10.1109/PADS.2012.9
Title: An objective-based approach for semantic validation of emergence in component-based simulation models
Authors: Szabo, C.
Teo, Y.M. 
Keywords: emergent behavior
simulation
validation
Issue Date: 2012
Source: Szabo, C., Teo, Y.M. (2012). An objective-based approach for semantic validation of emergence in component-based simulation models. Proceedings - 2012 ACM/IEEE/SCS 26th Workshop on Principles of Advanced and Distributed Simulation, PADS 2012 : 155-162. ScholarBank@NUS Repository. https://doi.org/10.1109/PADS.2012.9
Abstract: Component-based models have been shown to exhibit emergent properties but despite a plethora of definitions and methods to identify emergence, practical semantic validation approaches remain a key challenge. This paper proposes an objective-based approach for semantic validation of emergence in component-based simulation models. In contrast to current methods, our approach describes model components in terms of what they achieve rather than how they achieve it, and we exploit reconstruct ability analysis in the validation of emergence. This has the advantage of reducing the number of attributes used to describe each component, and thus facilitates the application of more rigorous mathematical formalisms for emergence validation. As an example, we detail how this methodology is integrated into the life-cycle of our component-based model development framework. © 2012 IEEE.
Source Title: Proceedings - 2012 ACM/IEEE/SCS 26th Workshop on Principles of Advanced and Distributed Simulation, PADS 2012
URI: http://scholarbank.nus.edu.sg/handle/10635/41765
ISBN: 9780769547145
DOI: 10.1109/PADS.2012.9
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