A parallel hybrid implementation of the 2D acoustic wave equation

Author:

Altybay Arshyn12,Ruzhansky Michael23,Tokmagambetov Niyaz42ORCID

Affiliation:

1. Institute of Mathematics and Mathematical Modeling , Al-Farabi Kazakh National University , Almaty , Kazakhstan

2. Department of Mathematics: Analysis, Logic and Discrete Mathematics , Ghent University , Gent , Belgium

3. School of Mathematical Sciences , Queen Mary University of London , London , UK

4. Al-Farabi Kazakh National University , Almaty , Kazakhstan

Abstract

Abstract In this paper, we propose a hybrid parallel programming approach for a numerical solution of a two-dimensional acoustic wave equation using an implicit difference scheme for a single computer. The calculations are carried out in an implicit finite difference scheme. First, we transform the differential equation into an implicit finite-difference equation and then using the alternating direction implicit (ADI) method, we split the equation into two sub-equations. Using the cyclic reduction algorithm, we calculate an approximate solution. Finally, we change this algorithm to parallelize on graphics processing unit (GPU), GPU + Open Multi-Processing (OpenMP), and Hybrid (GPU + OpenMP + message passing interface (MPI)) computing platforms. The special focus is on improving the performance of the parallel algorithms to calculate the acceleration based on the execution time. We show that the code that runs on the hybrid approach gives the expected results by comparing our results to those obtained by running the same simulation on a classical processor core, Compute Unified Device Architecture (CUDA), and CUDA + OpenMP implementations.

Funder

FWO Odysseus project

Ministry of Education and Science of the Republic of Kazakhstan

EPSRC

Leverhulme Research

MESRK

Publisher

Walter de Gruyter GmbH

Subject

Applied Mathematics,General Physics and Astronomy,Mechanics of Materials,Engineering (miscellaneous),Modeling and Simulation,Computational Mechanics,Statistical and Nonlinear Physics

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