Title :
Complex systems simulation online visual analysis and assessment using dynamic aggregation operators
Author :
Grignard, Arnaud ; Drogoul, Alexis ; Zucker, Jean Daniel
Author_Institution :
UMMISCO, UPMC, Paris, France
Abstract :
Agent-Based Simulations generate massive loads of data that need to be analyzed and visualized online. This paper proposes an approach that represents and abstracts dynamical properties of agent-based model using visual abstract operator. We present how spatio-temporal dynamic aggregation operators can facilitate online analysis tool of agent-based simulation. Spatial aggregation is used to represent multi level model with hierarchical and density-based clustering. Temporal aggregation is used for agent trajectory analysis and dynamic network analysis. Such an approach is related to data stream mining which is the process of extracting knowledge structures from continuous data records. It goes beyond visualization as the information displayed is the result of mining algorithms that are performed on the stream of data from the ABM simulation.
Keywords :
data mining; data visualisation; pattern clustering; ABM simulation; agent trajectory analysis; agent-based model; agent-based simulations; complex systems simulation; continuous data records; data analysis; data stream mining; data visualization; density-based clustering; dynamic network analysis; dynamical properties; hierarchical-based clustering; knowledge structure extraction; multilevel model; online analysis tool; online visual analysis; spatial aggregation; spatio-temporal dynamic aggregation operators; temporal aggregation; visual abstract operator; Abstracts; Adaptation models; Analytical models; Computational modeling; Data models; Data visualization; Three-dimensional displays; 3D; agent-based model; complex systems; online analysis; visualization;
Conference_Titel :
Soft Computing and Pattern Recognition (SoCPaR), 2013 International Conference of
Conference_Location :
Hanoi
Print_ISBN :
978-1-4799-3399-0
DOI :
10.1109/SOCPAR.2013.7054144