Title :
An Image-Based Approach to Extreme Scale in Situ Visualization and Analysis
Author :
Ahrens, James ; Jourdain, Sebastien ; O´Leary, Patrick ; Patchett, John ; Rogers, David H. ; Petersen, Mark
Author_Institution :
Los Alamos Nat. Lab., Los Alamos, NM, USA
Abstract :
Extreme scale scientific simulations are leading a charge to exascale computation, and data analytics runs the risk of being a bottleneck to scientific discovery. Due to power and I/O constraints, we expect in situ visualization and analysis will be a critical component of these workflows. Options for extreme scale data analysis are often presented as a stark contrast: write large files to disk for interactive, exploratory analysis, or perform in situ analysis to save detailed data about phenomena that a scientists knows about in advance. We present a novel framework for a third option - a highly interactive, image-based approach that promotes exploration of simulation results, and is easily accessed through extensions to widely used open source tools. This in situ approach supports interactive exploration of a wide range of results, while still significantly reducing data movement and storage.
Keywords :
data analysis; data visualisation; image processing; public domain software; software tools; extreme scale data analysis; extreme scale in situ visualization; extreme scale scientific simulations; interactive image-based approach; open source tools; Analytical models; Atmospheric modeling; Cameras; Computational modeling; Data models; Data visualization; Databases;
Conference_Titel :
High Performance Computing, Networking, Storage and Analysis, SC14: International Conference for
Conference_Location :
New Orleans, LA
Print_ISBN :
978-1-4799-5499-5