Title :
Agent based simulation design for aggregation and disaggregation
Author :
Harper, Tiffany J. ; Miller, John O. ; Hill, Raymond R. ; Wirthlin, J. Robert
Author_Institution :
Dept. of Operational Sci., Air Force Inst. of Technol., Wright-Patterson AFB, OH, USA
Abstract :
This paper proposes a framework for designing an agent based simulation to allow for easy aggregation and/or disaggregation of agent characteristics, behaviors, and interactions using a supply chain modeling context. Guidelines are provided for designing agent structure to demonstrate scalability in terms of fidelity to fit the needs of the analysis. The design methodology is based on combining hierarchical modeling with data-driven modeling. Related work done in variable-resolution modeling is a generalization for any modeling technique, while our proposed guidelines are specific for development of agent based models.
Keywords :
generalisation (artificial intelligence); software agents; supply chain management; agent based simulation design; agent behaviors; agent characteristics; agent interactions; data-driven modeling; disaggregation; generalization; hierarchical modeling; supply chain modeling context; variable-resolution modeling; Adaptation models; Analytical models; Atmospheric modeling; Context modeling; Data models; Object oriented modeling; Planning;
Conference_Titel :
Simulation Conference (WSC), Proceedings of the 2011 Winter
Conference_Location :
Phoenix, AZ
Print_ISBN :
978-1-4577-2108-3
Electronic_ISBN :
0891-7736
DOI :
10.1109/WSC.2011.6147774