Verified numerical computations for large-scale linear systems
Applications of Mathematics, Tome 66 (2021) no. 2, pp. 269-285
Voir la notice de l'article provenant de la source Czech Digital Mathematics Library
This paper concerns accuracy-guaranteed numerical computations for linear systems. Due to the rapid progress of supercomputers, the treatable problem size is getting larger. The larger the problem size, the more rounding errors in floating-point arithmetic can accumulate in general, and the more inaccurate numerical solutions are obtained. Therefore, it is important to verify the accuracy of numerical solutions. Verified numerical computations are used to produce error bounds on numerical solutions. We report the implementation of a verification method for large-scale linear systems and some numerical results using the RIKEN K computer and the Fujitsu PRIMEHPC FX100, which show the high performance of the verified numerical computations.
DOI :
10.21136/AM.2021.0318-19
Classification :
65G20, 65G50, 65Y05
Keywords: verified numerical computation; floating-point arithmetic; high-performance computing; large-scale linear system
Keywords: verified numerical computation; floating-point arithmetic; high-performance computing; large-scale linear system
@article{10_21136_AM_2021_0318_19,
author = {Ozaki, Katsuhisa and Terao, Takeshi and Ogita, Takeshi and Katagiri, Takahiro},
title = {Verified numerical computations for large-scale linear systems},
journal = {Applications of Mathematics},
pages = {269--285},
publisher = {mathdoc},
volume = {66},
number = {2},
year = {2021},
doi = {10.21136/AM.2021.0318-19},
mrnumber = {4226459},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.21136/AM.2021.0318-19/}
}
TY - JOUR AU - Ozaki, Katsuhisa AU - Terao, Takeshi AU - Ogita, Takeshi AU - Katagiri, Takahiro TI - Verified numerical computations for large-scale linear systems JO - Applications of Mathematics PY - 2021 SP - 269 EP - 285 VL - 66 IS - 2 PB - mathdoc UR - http://geodesic.mathdoc.fr/articles/10.21136/AM.2021.0318-19/ DO - 10.21136/AM.2021.0318-19 LA - en ID - 10_21136_AM_2021_0318_19 ER -
%0 Journal Article %A Ozaki, Katsuhisa %A Terao, Takeshi %A Ogita, Takeshi %A Katagiri, Takahiro %T Verified numerical computations for large-scale linear systems %J Applications of Mathematics %D 2021 %P 269-285 %V 66 %N 2 %I mathdoc %U http://geodesic.mathdoc.fr/articles/10.21136/AM.2021.0318-19/ %R 10.21136/AM.2021.0318-19 %G en %F 10_21136_AM_2021_0318_19
Ozaki, Katsuhisa; Terao, Takeshi; Ogita, Takeshi; Katagiri, Takahiro. Verified numerical computations for large-scale linear systems. Applications of Mathematics, Tome 66 (2021) no. 2, pp. 269-285. doi: 10.21136/AM.2021.0318-19
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