2022 review of data-driven plasma science
Data-driven science and technology offer transformative tools and methods to science. This
review article highlights the latest development and progress in the interdisciplinary field of …
review article highlights the latest development and progress in the interdisciplinary field of …
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 …
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 …
Exploring autoencoder-based error-bounded compression for scientific data
Error-bounded lossy compression is becoming an indispensable technique for the success
of today's scientific projects with vast volumes of data produced during the simulations or …
of today's scientific projects with vast volumes of data produced during the simulations or …
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 …
cuSZp: An Ultra-fast GPU Error-bounded Lossy Compression Framework with Optimized End-to-End Performance
Modern scientific applications and supercomputing systems are generating large amounts of
data in various fields, leading to critical challenges in data storage footprints and …
data in various fields, leading to critical challenges in data storage footprints and …
Mgard+: Optimizing multilevel methods for error-bounded scientific data reduction
Nowadays, data reduction is becoming increasingly important in dealing with the large
amounts of scientific data. Existing multilevel compression algorithms offer a promising way …
amounts of scientific data. Existing multilevel compression algorithms offer a promising way …
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 …