Title :
Extracting spatio-temporal patterns from geoscience datasets
Author :
Mesrobian, E. ; Muntz, R.R. ; Santos, J.R. ; Shek, E.C. ; Mechoso, C.R. ; Farrara, J.D. ; Stolorz, P.
Author_Institution :
Dept. of Comput. Sci., California Univ., Los Angeles, CA, USA
Abstract :
A major challenge facing geophysical science today is the unavailability of high-level analysis tools with which to study the massive amount of data produced by sensors or long simulations of climate models. We have developed a prototype information system called QUEST to provide content-based access to massive datasets. QUEST employs workstations as well as teraFLOP computers to analyze geoscience data to produce spatial-temporal features that can be used as high-level indexes. Our first application area is global change climate modeling. In the initial prototype, the first features extracted are cyclones trajectories from the output of multi-year climate simulations produced by a General Circulation Model. We present an algorithm for cyclone extraction and illustrate the use of cyclone indexes to access subsets of GCM data for further analysis and visualization
Keywords :
climatology; data analysis; data visualisation; feature extraction; geographic information systems; geophysics computing; GCM data; General Circulation Model; QUEST; climate models; content-based access; cyclone extraction; cyclone indexes; cyclones trajectories; feature extraction; geoscience data analysis; global change climate modeling; high-level analysis tools; high-level indexes; multi-year climate simulations; prototype; prototype system; sensors; simulations; spatio-temporal pattern extraction; teraFLOP computers; visualisation; workstations; Analytical models; Application software; Computational modeling; Cyclones; Data analysis; Data mining; Geoscience; Information systems; Prototypes; Workstations;
Conference_Titel :
Visualization and Machine Vision, 1994. Proceedings., IEEE Workshop on
Conference_Location :
Seattle, WA
Print_ISBN :
0-8186-5875-4
DOI :
10.1109/VMV.1994.324983