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

  • Ahmad Qawasmeh
  • , Barbara Chapman
  • , Maxime Hugues
  • , Henri Calandra
  • University of Houston
  • Total S.A.

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

5 Scopus citations

Abstract

GPU computing o ers 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.

Original languageEnglish
Title of host publicationProceedings of the 6th International Workshop on Programming Models and Applications for Multicores and Manycores, PMAM 2015
EditorsPavan Balaji, Minyi Guo, Zhiyi Huang
PublisherAssociation for Computing Machinery
Pages75-85
Number of pages11
ISBN (Electronic)9781450334044
DOIs
StatePublished - Feb 7 2015
Event6th International Workshop on Programming Models and Applications for Multicores and Manycores, PMAM 2015 - San Francisco Bay Area, United States
Duration: Feb 7 2015Feb 8 2015

Publication series

NameProceedings of the 6th International Workshop on Programming Models and Applications for Multicores and Manycores, PMAM 2015

Conference

Conference6th International Workshop on Programming Models and Applications for Multicores and Manycores, PMAM 2015
Country/TerritoryUnited States
CitySan Francisco Bay Area
Period02/7/1502/8/15

Keywords

  • Accelerator
  • GPU
  • MPI
  • OpenACC
  • Reverse Time Migration
  • Seismic imaging

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