학술논문

An Exploration-Based Taxonomy for Emergent Behavior Analysis in Simulations
Document Type
Conference
Source
2007 Winter Simulation Conference Simulation Conference, 2007 Winter. :1232-1240 Dec, 2007
Subject
Computing and Processing
Taxonomy
Analytical models
Robustness
Feedback
Computational modeling
Testing
Reproducibility of results
Research initiatives
Computer science
Computer errors
Language
ISSN
0891-7736
1558-4305
Abstract
Emergent behaviors in simulations require explanation, so taxonomy.that valid behaviors can be separated from design or coding errors. We present a taxonomy, to be applied to emergent behaviors of unknown validity. Our goal is to facilitate the explanation process. Once a user identifies an emergent behavior as a certain type within our taxonomy, exploration can commence in a manner befitting that type. Exploration based on type supports narrowing of possibilities and suggests exploration methods, thus facilitating the exploration process. Ideally, a taxonomy would be robust, allowing reasonable variation in behavior type assignment without penalty in cost or correctness during the exploration process. The taxonomy we present is robust, comprehensive and suitable for use with our established emergent behavior exploration methods. In addition to the taxonomy, we present our design rationale, and a summary of results from a test application of our