Seismic modeling and inversion using half-precision floating-point numbers

Gabriel Fabien-Ouellet

Article de revue (2020)

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Résumé

New processors are increasingly supporting half-precision floating-point numbers, often with a significant throughput gain over single-precision operations. Seismic modeling, imaging, and inversion could benefit from such an acceleration, but it is not obvious how the accuracy of the solution can be preserved with a very narrow 16-bit representation. By scaling the finite-difference expression of the isotropic elastic wave equation, we have found that a stable solution can be obtained despite the very narrow dynamic range of the half-precision format.We develop an implementation with the CUDA platform, which, on most recent graphics processing units (GPU), is nearly twice as fast and uses half the memory of the equivalent single-precision version. The error on seismograms caused by the reduced precision is shown to correspond to a negligible fraction of the total seismic energy and is mostly incoherent with seismic phases. Finally, we find that this noise does not adversely impact full-waveform inversion nor reverse time migration, which both benefit from the higher throughput of half-precision computation.

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Organismes subventionnaires:
CRSNG/NSERC
Numéro de subvention:
Postdoctoral research fellowship
Adresse URL de PolyPublie:
Titre de la revue :
Geophysics ( vol. 85 , no 3 )
Maison d'édition:
Society of Exploration Geophysicists
OAI:
oai:publications.polymtl.ca:6303
ORCID
Date du dépôt:
19 mai 2021 11:42
Dernière modification:
14 oct. 2026 10:46
Citer en APA 7:
Fabien-Ouellet, G. (2020). Seismic modeling and inversion using half-precision floating-point numbers. Geophysics, 85(3), F65-F76. https://doi.org/10.1190/geo2018-0760.1

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