NDLI: GPU technology applied to reverse time migration and seismic modeling via OpenACC

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GPU technology applied to reverse time migration and seismic modeling via OpenACC

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GPU technology applied to reverse time migration and seismic modeling via OpenACC

Content Provider	ACM Digital Library
Author	Hugues, Maxime Chapman, Barbara Qawasmeh, Ahmad Calandra, Henri
Abstract	GPU computing offers tremendous potential to accelerate complex scientific applications and is becoming a leading force in speeding up seismic imaging and velocity analysis techniques. Developing portable code is a challenge that can be overcome using emerging high-level directive-based programming model such as OpenACC. In this paper, we develop OpenACC implementations for both seismic modeling and Reverse Time Migration (RTM) algorithms that solve the isotropic, acoustic, and elastic wave equations. We employ OpenACC to take advantage of the computational power of two Nvidia GPU cards: 1) M2090 and 2) K40, residing in IBM and CRAY XC30 clusters respectively. Although we implement a hybrid OpenACC-MPI approach to parallelize seismic modeling and RTM on multiple GPUs, in this paper, we focus on developing mapping techniques to exploit potentials of one GPU. We observe an incremental improvement in performance while exploring different optimization techniques. Adequate code restructuring to tap GPU's potential seems critical. Depending on the intensity of computations, different propagators exhibit different speedup behaviors. A performance enhancement of ~ 10x was obtained, when the acoustic model was ported to a single GPU, compared with a 1.3x speedup obtained using the isotropic model.
Starting Page	75
Ending Page	85
Page Count	11
File Format	PDF
ISBN	9781450334044
DOI	10.1145/2712386.2712401
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2015-02-07
Publisher Place	New York
Access Restriction	Subscribed
Subject Keyword	Seismic imaging Mpi Reverse time migration Openacc Gpu Accelerator
Content Type	Text
Resource Type	Article

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