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|Title:||An objective-based approach for semantic validation of emergence in component-based simulation models|
|Citation:||Proceedings of the 26th ACM/IEEE/SCS Workshop on Principles of Advanced and Distributed Simulation, held in Zhangjiajie, 15-19 July, 2012: pp.155-162|
|Series/Report no.:||Workshop on Principles of Advanced and Distributed Simulation|
|Conference Name:||Workshop on Principles of Advanced and Distributed Simulation (26th : 2012 : Zhangjiajie)|
|C. Szabo and Yong Meng Teo|
|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.|
|Keywords:||Adaptation models; analytical models; computational modeling; grammar; ontologies; semantics; strontium; emergent behavior; simulation; validation|
|Rights:||© Copyright 2013 IEEE - All rights reserved.|
|Appears in Collections:||Computer Science publications|
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