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Biologically inspired algorithms applied in automatic tuning of parallel solver parameters for fast execution times.

Authors :
Panoc, Tomáš
Meca, Onřej
Říha, Lubomír
Brzobohatý, Tomáš
Kozubek, Tomáš
Source :
AIP Conference Proceedings; 2024, Vol. 3094 Issue 1, p1-4, 4p
Publication Year :
2024

Abstract

In this paper, we present a way how to automatically find and set an optimal configuration for a linear system solver during a transient analysis in order to reduce computation time. Our approach is based on biologically inspired algorithms which are able to find a reasonable configuration in tens of trials, i.e., tens of timesteps in terminology of the transient analysis. This work shows a measurement within which we compared several optimization algorithms and explored their time overhead. We focus on parallel multiphysical solvers for engineering simulations developed for high-performance computing. Our experiment includes one such solver based on Finite Element Tearing and Interconnection and 4 test cases, but our solution is modular, thus, it can be connected to other similar solvers. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
0094243X
Volume :
3094
Issue :
1
Database :
Complementary Index
Journal :
AIP Conference Proceedings
Publication Type :
Conference
Accession number :
177745466
Full Text :
https://doi.org/10.1063/5.0210563