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Full-waveform inversion on heterogeneous HPC systems.

Authors :
Gokhberg, Alexey
Fichtner, Andreas
Source :
Computers & Geosciences. Apr2016, Vol. 89, p260-268. 9p.
Publication Year :
2016

Abstract

We present a spectral-element implementation of full seismic waveform inversion for large heterogeneous HPC systems. In this we address the optimal parallelisation configurations of individual simulations, the large I/O requirements of adjoint simulations, and the scheduling of large numbers of forward and adjoint solves, typical for realistic inversions. Using GPU accelerators allows us to achieve a 3.5–4 times performance improvement over the best known homogeneous implementation. We achieve GPU memory throughput varying from 60 to 80% of the peak bandwidth, thus providing good utilisation of hardware resources. We demonstrate the practical applicability of our developments in a real-data application in the western Mediterranean. With the help of GPU accelerators, we are able to model and invert seismic wave propagation in a frequency band that is broader than permitted by the use of CPUs alone, which helps bridging the traditional gap between crustal and mantle tomography. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00983004
Volume :
89
Database :
Academic Search Index
Journal :
Computers & Geosciences
Publication Type :
Academic Journal
Accession number :
113405337
Full Text :
https://doi.org/10.1016/j.cageo.2015.12.013