Title :
Explanation Exploration: Exploring Emergent Behavior
Author :
Gore, Ross ; Reynolds, Paul F., Jr. ; Tang, Lingjia ; Brogan, David C.
Author_Institution :
Univ. of Virginia, Charlottesville
Abstract :
Understanding emergent behavior(s) exhibited in simulations poses an interesting challenge. Emergence can represent a valid behavior arising from seemingly unrelated phenomena, or it can reflect an error in a model or its implementation. We propose a new method for gathering insight into emergent behavior in simulations using the model adaptation technique, COERCE. COERCE allows a user to efficiently adapt a model to meet new requirements and can be employed to explore emergent behavior exhibited in a simulation. A subject matter expert (SME) can coerce a simulation to gather insight into characteristics of the emergent behavior as the simulated phenomenon is driven toward conditions of interest.
Keywords :
expert systems; multi-agent systems; COERCE; agent-based simulation; emergent behavior; explanation exploration; model adaptation technique; subject matter expert; Adaptation model; Automobiles; Feedback; Fluctuations; Road transportation; Robustness; Testing; Traffic control; Vehicles;
Conference_Titel :
Principles of Advanced and Distributed Simulation, 2007. PADS '07. 21st International Workshop on
Conference_Location :
San Diego, CA
Print_ISBN :
0-7695-2898-8
DOI :
10.1109/PADS.2007.18