Parallel I/O, analysis, and visualization of a trillion particle simulation

S Byna, J Chou, O Rubel, H Karimabadi… - … and Analysis, 2012 - ieeexplore.ieee.org
… 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 …

Interactive visual exploration of a trillion particles

K Schatz, C Müller, M Krone… - … and Visualization  …, 2016 - ieeexplore.ieee.org
… Recently, a parallel rendering method that can render more … , comprising 10 billion particles
[57], a simulation of the Milky … To further improve I/O performance, our method supports two …

[PDF][PDF] Parallel I/O, Analysis, and Visualization of a Trillion Particle Simulation

V Roytershteyn, EW Bethel, M Howison, KJ Hsu… - lsalab.cs.nthu.edu.tw
… 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 …

Spatially-aware parallel I/O for particle data

S Kumar, S Petruzza, W Usher, V Pascucci - … Conference on Parallel …, 2019 - dl.acm.org
parallel I/O and low-latency visualization-appropriate reads for … I/O node to determine the
sub-filing assignment, to aggregate data for cosmology simulations with up to 1 trillion particles (…

Analyzing and visualizing cosmological simulations with ParaView

J Woodring, K Heitmann, J Ahrens… - The Astrophysical …, 2011 - iopscience.iop.org
… of billions of particles and up to a trillion particles in the near … parallel visualization framework.
Figure 1 shows an example … I/O bottleneck, the general trend in visualization and analysis

Terabyte-scale particle data analysis: an arrayudf case study

B Dong, P Kilian, X Li, F Guo, S Byna… - Proceedings of the 31st …, 2019 - dl.acm.org
simulate trillions of particles with detailed dynamics and … 6] for parallel programming and
uses HDF5 [9] as the I/O library. The … Parallel I/O, Analysis, and Visualization of a Trillion Particle

A decade of particle-based scientific visualization

G Reina, P Gralka, T Ertl - The European Physical Journal Special Topics, 2019 - Springer
… as well as the I/O bottleneck by randomly subsampling particle data. They … Given the temporal
component of all simulation data, we … 4), containing a trillion particles (32 TB). For this, we …

Adaptive spatially aware I/O for multiresolution particle data layouts

W Usher, X Huang, S Petruzza, S Kumar… - … International Parallel …, 2021 - ieeexplore.ieee.org
… for low-latency multiresolution visualization queries. Our contributions are: … parallel writes,
we provide a C API in our parallel I/O library to allow integration into a variety of simulations

BD-CATS: big data clustering at trillion particle scale

MMA Patwary, S Byna, NR Satish… - … , Storage and Analysis, 2015 - dl.acm.org
… scientific analysis at previously unexplored scales. Our solution uses HDF5-based parallel
I/O … Figure 1: Visualization of one of cosmological simulations used in this paper. We scatter-…

[图书][B] Supercomputing for Molecular Dynamics Simulations: Handling Multi-Trillion Particles in Nanofluidics

A Heinecke, W Eckhardt, M Horsch, HJ Bungartz - 2015 - Springer
… detail the parallel implementation of MD simulation on these … the particles’ trajectories and
running tools for post-analysis. … (i/o) becomes a bottleneck for large-scale simulations with …