Multifacets of lossy compression for scientific data in the Joint-Laboratory of Extreme Scale Computing
Abstract The Joint Laboratory on Extreme-Scale Computing (JLESC) was initiated at the
same time lossy compression for scientific data became an important topic for the scientific …
same time lossy compression for scientific data became an important topic for the scientific …
Optimizing error-bounded lossy compression for scientific data by dynamic spline interpolation
Today's scientific simulations are producing vast volumes of data that cannot be stored and
transferred efficiently because of limited storage capacity, parallel I/O bandwidth, and …
transferred efficiently because of limited storage capacity, parallel I/O bandwidth, and …
SZ3: A modular framework for composing prediction-based error-bounded lossy compressors
Today's scientific simulations require a significant reduction of data volume because of
extremely large amounts of data they produce and the limited I/O bandwidth and storage …
extremely large amounts of data they produce and the limited I/O bandwidth and storage …
Dynamic quality metric oriented error bounded lossy compression for scientific datasets
With ever-increasing execution scale of the high performance computing (HPC)
applications, vast amount of data are being produced by scientific research every day. Error …
applications, vast amount of data are being produced by scientific research every day. Error …
FAZ: A flexible auto-tuned modular error-bounded compression framework for scientific data
Error-bounded lossy compression has been effective to resolve the big scientific data issue
because it has a great potential to significantly reduce the data volume while allowing users …
because it has a great potential to significantly reduce the data volume while allowing users …
Mdz: An efficient error-bounded lossy compressor for molecular dynamics
Molecular dynamics (MD) has been widely used in today's scientific research across
multiple domains including materials science, biochemistry, biophysics, and structural …
multiple domains including materials science, biochemistry, biophysics, and structural …
Toward quantity-of-interest preserving lossy compression for scientific data
Today's scientific simulations and instruments are producing a large amount of data, leading
to difficulties in storing, transmitting, and analyzing these data. While error-controlled lossy …
to difficulties in storing, transmitting, and analyzing these data. While error-controlled lossy …
[HTML][HTML] MGARD: A multigrid framework for high-performance, error-controlled data compression and refactoring
We describe MGARD, a software providing MultiGrid Adaptive Reduction for floating-point
scientific data on structured and unstructured grids. With exceptional data compression …
scientific data on structured and unstructured grids. With exceptional data compression …
High-performance Effective Scientific Error-bounded Lossy Compression with Auto-tuned Multi-component Interpolation
Error-bounded lossy compression has been identified as a promising solution for
significantly reducing scientific data volumes upon users' requirements on data distortion …
significantly reducing scientific data volumes upon users' requirements on data distortion …
Gwlz: A group-wise learning-based lossy compression framework for scientific data
The rapid expansion of computational capabilities and the evergrowing scale of modern
HPC systems present formidable challenges in managing exascale scientific data. Faced …
HPC systems present formidable challenges in managing exascale scientific data. Faced …