Title
Designing a 3D Parallel Memory-Aware Lattice Boltzmann Algorithm on Manycore Systems
Abstract
Lattice Boltzmann method (LBM) is a promising approach to solving Computational Fluid Dynamics (CFD) problems, however, its nature of memory-boundness limits nearly all LBM algorithms' performance on modern computer architectures. This paper introduces novel sequential and parallel 3D memory-aware LBM algorithms to optimize its memory access performance. The introduced new algorithms combine the features of single-copy distribution, single sweep, swap algorithm, prism traversal, and merging two temporal time steps. We also design a parallel methodology to guarantee thread safety and reduce synchronizations in the parallel LBM algorithm. At last, we evaluate their performances on three high-end manycore systems and demonstrate that our new 3D memory-aware LBM algorithms outperform the state-of-the-art Palabos software (which realizes the Fuse Swap Prism LBM solver) by up to 89%.
Year
DOI
Venue
2021
10.1007/978-3-030-85665-6_32
EURO-PAR 2021: PARALLEL PROCESSING
Keywords
DocType
Volume
Lattice Boltzmann method, Memory-aware algorithms, Parallel numerical methods, Manycore systems
Conference
12820
ISSN
Citations 
PageRank 
0302-9743
0
0.34
References 
Authors
0
2
Name
Order
Citations
PageRank
Yuankun Fu100.34
Fengguang Song223219.88