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Performance Comparison of Different OpenCL Implementations of LBM Simulation on Commodity Computer HardwareTEKIC, J.   , TEKIC, P. , RACKOVIC, M. |
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Author keywords
Lattice Boltzmann methods, multicore processing, scientific computing, parallel programming, parallel algorithms
References keywords
boltzmann(25), lattice(24), method(13), flow(9), multi(8), flows(7), opencl(6), implementation(6), fluid(6), cavity(6)
Blue keywords are present in both the references section and the paper title.
About this article
Date of Publication: 2022-02-28
Volume 22, Issue 1, Year 2022, On page(s): 69 - 76
ISSN: 1582-7445, e-ISSN: 1844-7600
Digital Object Identifier: 10.4316/AECE.2022.01008
Web of Science Accession Number: 000762769600007
SCOPUS ID: 85126816356
Abstract
Parallel programming is increasingly used to improve the performance of solving numerical methods used for scientific purposes. Numerical methods in the field of fluid dynamics require the calculation of a large number of operations per second. One of the methods that is easily parallelized and often used is the Lattice Boltzmann method (LBM). Today, it is possible to perform simulations of numerical methods not only on high performance computers (HPC) but also on commodity computers. In this paper is presented how to accelerate LBM implementation on commodity computers using characteristics of OpenCL specification. Simulation is executed simultaneously on multiple heterogeneous devices. Four different approaches for several commodity computer configurations are presented. Obtained results are compared for different types of commodity computers and advantages and disadvantages are discussed. In this paper it presented which LBM OpenCL code implementation, among four different presented, shows best simulation performance and should be used when solving similar CFD problems. |
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| [1] P. L. Alvarez, S. Yamagiwa, "Invitation to OpenCL (Published Conference Proceedings style)," in Proc. Conference: Second International Conference on Networking and Computing, ICNC 2011, Osaka, Japan, November 30 - December 2, 2011, pp. 8-16. [CrossRef] [SCOPUS Times Cited 2] [2] W. S. R. M. Weiping Shi, "Finite-difference-based Lattice Boltzmann method for inviscid compressible flows," Numerical Heat Transfer, Part B: Fundamentals, vol. 40, pp. 1-21, no. 1, 2001. [CrossRef] [Web of Science Times Cited 64] [SCOPUS Times Cited 65] [3] R. Mei, W. Shyy, D. Yu, L.-S. Luo, "Lattice Boltzmann method for 3-D flows with curved boundary," Journal of Computational Physics, vol. 161, pp. 680-699, no. 2, 2000. [CrossRef] [Web of Science Times Cited 256] [SCOPUS Times Cited 299] [4] Z. Guo, T. S. Zhao, "A Lattice Boltzmann model for convective heat transfer in porous media," Numerical Heat Transfer, Part B: Fundamentals, vol. 47, pp. 157-177, no. 2, 2005. [CrossRef] [Web of Science Times Cited 238] [SCOPUS Times Cited 267] [5] P. M. Tekic, J. B. Radenovic, N. Lj. Lukic., S. S. Popovic, "Lattice Boltzmann simulation of two-sided lid-driven flow in a staggered cavity," Int. J. Comput. Fluid Dyn., vol. 24, pp. 383-390, no. 9, 2010. [CrossRef] [Web of Science Times Cited 11] [SCOPUS Times Cited 16] [6] N. Lukic,, P. Tekic, J. Radjenovic, I. Sijacki, "Lattice Boltzmann simulation of two-sided lid-driven flow in deep cavities," Acta Periodica Technologica, pp. 157-168, 2015. [CrossRef] [SCOPUS Times Cited 1] [7] S. Tomov, M. McGuigan, R. Bennett, G. Smith, J. Spiletic, "Benchmarking and implementation of probability-based simulations on programmable graphics cards," Computers & Graphics, vol. 29, pp. 71-80, no. 1, 2005. [CrossRef] [Web of Science Times Cited 30] [SCOPUS Times Cited 45] [8] W. Li, X. Wei, A. Kaufman, "Implementing lattice Boltzmann computation on graphics hardware," The Visual Computer, vol. 19, pp. 444-456, no. 7, 2003. [CrossRef] [Web of Science Times Cited 111] [SCOPUS Times Cited 149] [9] D. Vidal, R. Roy, F. Bertrand, "A parallel workload balanced and memory efficient Lattice-Boltzmann algorithm with single unit BGK relaxation time for laminar Newtonian flows," Computers & Fluids, vol. 39, pp. 1411-1423, no. 8, 2010. [CrossRef] [Web of Science Times Cited 111] [SCOPUS Times Cited 149] [10] K. Mattila, J. Hyvaluoma, J. Timonen, T. Rossi, "Comparison of implementations of the Lattice-Boltzmann method," Computers & Mathematics with Applications, vol. 55, pp. 1514-1524, no. 7, 2008. [CrossRef] [Web of Science Times Cited 43] [SCOPUS Times Cited 56] [11] G. K. Batchelor, "On steady laminar flow with closed streamlines at large Reynolds number," Journal of Fluid Mechanics, vol 1, pp. 177-190 , 1956. [CrossRef] [SCOPUS Times Cited 488] [12] F. Pan, A, Acrivos, "Steady flows in rectangular cavitie," Journal of Fluid Mechanics," vol. 28, pp. 643-655, 1967 [CrossRef] [SCOPUS Times Cited 394] [13] A. S. Benjamin, V. E. Denny, "On the convergence of numerical solutions for 2-D flows in a cavity at large Re," Journal of Computational Physics, vol. 33, pp. 340-358, 1979. [CrossRef] [Web of Science Times Cited 83] [SCOPUS Times Cited 94] [14] P. N. Shankar, M. D. Deshpande, "Fluid Mechanics in the Driven Cavity," Annual Review of Fluid Mechanics, vol. 32, no.1 , pp. 93-136, 2000. [CrossRef] [Web of Science Times Cited 596] [SCOPUS Times Cited 681] [15] C.-H. Bruneau, M. Saad, "The 2D lid-driven cavity problem revisited. Computers & Fluids," vol. 35, no. 3, pp. 326-348, 2006. [CrossRef] [Web of Science Times Cited 323] [SCOPUS Times Cited 376] [16] J. Tolke, "Implementation of a Lattice Boltzmann kernel using the Compute Unified Device Architecture developed by NVIDIA," Computing and Visualization in Science, vol. 13, no. 29, 2010. [CrossRef] [SCOPUS Times Cited 173] [17] C. Obrecht, F. Kuznik, B. Tourancheau, J.-J. Roux, "Multi-GPU implementation of the Lattice Boltzmann method," Computers & Mathematics with Applications, vol. 65, pp. 252-261, no. 2, 2013. [CrossRef] [Web of Science Times Cited 83] [SCOPUS Times Cited 94] [18] H.-W. Chang, P.-Y. Hong, L.-S. Lin, C.-A. Lin, "Simulations of three-dimensional cavity flows with multi relaxation time Lattice Boltzmann method and graphic processing units," Procedia Engineering, vol. 61, pp. 94-99, no. 2013. [CrossRef] [SCOPUS Times Cited 5] [19] H.-W. Chang, P.-Y. Hong, L.-S. Lin, C.-A. Lin, "Simulations of flow instability in three dimensional deep cavities with multi relaxation time Lattice Boltzmann method on graphic processing units," Computers & Fluids, vol. 88, pp. 866-871, no. 2013. [CrossRef] [Web of Science Times Cited 20] [SCOPUS Times Cited 21] [20] C. Huang, B. Shi, N. He, Z. Chai, "Implementation of Multi-GPU based Lattice Boltzmann method for flow through porous media," Advances in Applied Mathematics and Mechanics, vol. 7, pp. 1-12, no. 1, 2015. [CrossRef] [Web of Science Times Cited 35] [SCOPUS Times Cited 26] [21] P.-Y. Hong, L.-M. Huang, L.-S. Lin, C.-A. Lin, "Scalable multi-relaxation-time Lattice Boltzmann simulations on multi-GPU cluster," Computers & Fluids, vol. 110, pp. 1-8, no. 2015. [CrossRef] [Web of Science Times Cited 34] [SCOPUS Times Cited 34] [22] W. Xian, A. Takayuki, "Multi-GPU performance of incompressible flow computation by Lattice Boltzmann method on GPU cluster," Parallel Computing, vol. 37, pp. 521-535, no. 9, 2011. [CrossRef] [Web of Science Times Cited 115] [SCOPUS Times Cited 146] [23] B. Massimo, F. Massimiliano, M. Simone, S. Sauro, K. Efthimios, "A flexible high-performance Lattice Boltzmann GPU code for the simulations of fluid flows in complex geometries," Concurrency and Computation: Practice and Experience, vol. 22, pp. 1-14, no. 1, 2010. [CrossRef] [24] P. M. Tekic, J. B. Radjenovic, M. Rackovic, "Implementation of the Lattice Boltzmann Method on heterogeneous hardware and platforms using OpenCL, " Advances in Electrical and Computer Engineering, vol. 12, no. 1, pp. 51-56, 2012. [CrossRef] [Full Text] [Web of Science Times Cited 5] [SCOPUS Times Cited 6] [25] E. Calore, S.F. Schifano, R. Tripiccione, "A Portable OpenCL Lattice Boltzmann code for multi- and many-core processor architectures," Procedia Computer Science, vol. 29, pp. 40-49, 2014. [CrossRef] [Web of Science Times Cited 12] [SCOPUS Times Cited 13] [26] S. McIntosh-Smith, D. Curran, "Evaluation of a performance portable Lattice Boltzmann code using OpenCL," in Proc. Conference: International Workshop on OpenCL 2013 & 2014. Association for Computing Machinery, New York, NY, USA, 2014. [CrossRef] [SCOPUS Times Cited 4] [27] J. B. Tekic, P. M. Tekic, M. Rackovic, "Lattice Boltzmann method implementation on multiple devices using OpenCL," Advances in Electrical and Computer Engineering, vol. 3, pp. 3-8, 2018. [CrossRef] [Full Text] [Web of Science Times Cited 2] [SCOPUS Times Cited 2] [28] D. V. Patil, K. N. Lakshmisha, B. Rogg, "Lattice Boltzmann simulation of lid-driven flow in deep cavities," Computers & Fluids, vol. 35, pp. 1116-1125, no. 10, 2006. [CrossRef] [Web of Science Times Cited 66] [SCOPUS Times Cited 76] [29] S. Hou, Q. Zou,S. Chen, G. Doolen, A. C. Cogley, "Simulation of cavity flow by the Lattice Boltzmann method," Journal of Computational Physics, vol. 118, pp. 329-347, no. 2, 1995. [CrossRef] [Web of Science Times Cited 528] [SCOPUS Times Cited 618] [30] P. L. Bhatnagar, E. P. Gross, M. Krook, "A model for collision processes in gases. I. Small amplitude processes in charged and neutral one-component systems," Physical Review, vol. 94, pp. 511-525, no. 3, 1954. [CrossRef] [SCOPUS Times Cited 6669] [31] X, He, L. Luo, "Theory of the Lattice Boltzmann method: From the Boltzmann equation to the Lattice Boltzmann equation," Physical Review, vol. 56, pp. 6811-6817, no. 6, 1997. [CrossRef] [Web of Science Times Cited 1276] [SCOPUS Times Cited 1457] [32] U. Ghia, K. N. Ghia, C. T. Shin, "High-Re solutions for incompressible flow using the Navier-Stokes equations and a multigrid method," Journal of Computational Physics, vol. 48, pp. 387-411, 1982. 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Faculty of Electrical Engineering and Computer Science
Stefan cel Mare University of Suceava, Romania
All rights reserved: Advances in Electrical and Computer Engineering is a registered trademark of the Stefan cel Mare University of Suceava. No part of this publication may be reproduced, stored in a retrieval system, photocopied, recorded or archived, without the written permission from the Editor. When authors submit their papers for publication, they agree that the copyright for their article be transferred to the Faculty of Electrical Engineering and Computer Science, Stefan cel Mare University of Suceava, Romania, if and only if the articles are accepted for publication. The copyright covers the exclusive rights to reproduce and distribute the article, including reprints and translations.
Permission for other use: The copyright owner's consent does not extend to copying for general distribution, for promotion, for creating new works, or for resale. Specific written permission must be obtained from the Editor for such copying. Direct linking to files hosted on this website is strictly prohibited.
Disclaimer: Whilst every effort is made by the publishers and editorial board to see that no inaccurate or misleading data, opinions or statements appear in this journal, they wish to make it clear that all information and opinions formulated in the articles, as well as linguistic accuracy, are the sole responsibility of the author.
