Title :
Visual Exploration of Spatio-temporal Relationships for Scientific Data
Author :
Mehta, Sameep ; Parthasarathy, Srinivasan ; Machiraju, Raghu
Author_Institution :
Comput. Sci. & Eng., Ohio State Univ., Columbus, OH
fDate :
Oct. 31 2006-Nov. 2 2006
Abstract :
Spatio-temporal relationships among features extracted from temporally-varying scientific datasets can provide useful information about the evolution of an individual feature and its interactions with other features. However, extracting such useful relationships without user guidance is cumbersome and often an error prone process. In this paper, we present a visual analysis system that interactively discovers such relationships from the trajectories of derived features. We describe analysis algorithms to derive various spatial and spatio-temporal relationships. A visual interface is presented using which the user can interactively select spatial and temporal extents to guide the knowledge discovery process. We show the usefulness of our proposed algorithms on datasets originating from computational fluid dynamics. We also demonstrate how the derived relationships can help in explaining the occurrence of critical events like merging and bifurcation of the vortices
Keywords :
data mining; data visualisation; graphical user interfaces; scientific information systems; visual databases; analysis algorithm; features extraction; knowledge discovery process; spatio-temporal relationship; temporally-varying scientific dataset; visual analysis system; visual interface; Bifurcation; Computational fluid dynamics; Computer science; Data engineering; Data mining; Feature extraction; Merging; Spatial databases; Visual analytics; Visual databases; D.2.2 [Design Tools and Techniques]: User Interfaces; Feature Extraction; H.2.8 [Database Applications]: Data Mining; H.2.8 [Database Applications]: Scientific Databases; Knowledge Discovery; Scientific Analytics; Spatio-temporal Predicates; Trajectory Analysis; Visual Analytics;
Conference_Titel :
Visual Analytics Science And Technology, 2006 IEEE Symposium On
Conference_Location :
Baltimore, MD
Print_ISBN :
1-4244-0591-2
Electronic_ISBN :
1-4244-0592-0
DOI :
10.1109/VAST.2006.261451