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VisDB: Database Exploration Using Multidimensional Visualization
IEEE Computer Graphics and Applications
Interactive Exploration of Time Series Data
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Parallel netCDF: A High-Performance Scientific I/O Interface
Proceedings of the 2003 ACM/IEEE conference on Supercomputing
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IEEE Transactions on Visualization and Computer Graphics
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Proceedings of the 2006 ACM/IEEE conference on Supercomputing
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CLADE '08 Proceedings of the 6th international workshop on Challenges of large applications in distributed environments
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Proceedings of the 2008 ACM/IEEE conference on Supercomputing
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IPDPS '09 Proceedings of the 2009 IEEE International Symposium on Parallel&Distributed Processing
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Scientific Data Management: Challenges, Technology, and Deployment
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IEEE Computer Graphics and Applications
In Situ Visualization for Large-Scale Combustion Simulations
IEEE Computer Graphics and Applications
FastQuery: a general indexing and querying system for scientific data
SSDBM'11 Proceedings of the 23rd international conference on Scientific and statistical database management
Parallel index and query for large scale data analysis
Proceedings of 2011 International Conference for High Performance Computing, Networking, Storage and Analysis
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Proceedings of the 22nd international symposium on High-performance parallel and distributed computing
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SDS: a framework for scientific data services
PDSW '13 Proceedings of the 8th Parallel Data Storage Workshop
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Petascale plasma physics simulations have recently entered the regime of simulating trillions of particles. These unprecedented simulations generate massive amounts of data, posing significant challenges in storage, analysis, and visualization. In this paper, we present parallel I/O, analysis, and visualization results from a VPIC trillion particle simulation running on 120,000 cores, which produces ~ 30TB of data for a single timestep. We demonstrate the successful application of H5Part, a particle data extension of parallel HDF5, for writing the dataset at a significant fraction of system peak I/O rates. To enable efficient analysis, we develop hybrid parallel FastQuery to index and query data using multi-core CPUs on distributed memory hardware. We show good scalability results for the FastQuery implementation using up to 10,000 cores. Finally, we apply this indexing/query-driven approach to facilitate the first-ever analysis and visualization of the trillion particle dataset.