National College of Ireland
Agent-based modeling is an appropriate methodology for designing, creating, and evaluating complex adaptive systems. This methodology has been shown particularly well suited for modeling social phenomena since the latter are the result of numerous interconnected and interdependent event decisions taken by (semi-)autonomous agents. In the area of modeling and simulation, however, the term "agent-based" simulation is used ambiguously both for individual-based and cognitive agent simulation. The former takes into consideration the structure and interactions of individual entities, whereas the latter also models the cognitive state and cognitive operations of agents. Existing Discrete Event Simulation (DES) frameworks are well equipped to model individual agent-based simulations, but they do not provide in-built support for agent capabilities required by cognitive agent simulation. This talk will shed some light upon the ambiguous understanding of the term "agent-based" simulation and identify the agent capabilities implied by them. It will then demonstrate how to implement an agent-based social simulation domain using a DES framework highlighting the challenges and limitations. Finally, it will present a proposal to incorporate the required agent capabilities into a DES framework.
Luis Gustavo Nardin is a lecturer in the School of Computing at the National College of Ireland. He holds a PhD and Master's degree in Artificial Intelligence and a specialization in Software Engineering from the University of São Paulo, Brazil, and postdoc from the Centre for Modelling Complex Interactions at the University of Idaho, USA. His interests center around the design and use of modeling and simulation methods and tools in combination with Artificial Intelligence and Data Analysis for understanding the impacts of social and human behaviors on the emergent properties of complex adaptive systems. He has experience designing simulation models in various domains of sciences such as criminology, epidemiology, political sciences, philosophy of science, and natural disaster. He is also Executive Member of the RoboCup Rescue Simulation and co-editor of the Journal of Simulation Engineering.