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http://hdl.handle.net/10397/100944
| Title: | A multi-GPU and CUDA-aware MPI-based spectral element formulation for ultrasonic wave propagation in solid media | Authors: | Li, F Zou, F Rao, J |
Issue Date: | Sep-2023 | Source: | Ultrasonics, Sept 2023, v. 134, 107049 | Abstract: | In this paper, we introduce a new multi-GPU-based spectral element (SE) formulation for simulating ultrasonic wave propagation in solids. To maximize communication efficiency, we purposely developed, based on CUDA-aware MPI, two novel message exchange strategies which allow the common nodal forces of different subdomains to be shared between different GPUs in a direct manner, as opposed to via CPU hosts, during central difference-based time integration steps. The new multi-GPU and CUDA-aware MPI-based formulation is benchmarked against a multi-CPU core and classical MPI-based counterpart, demonstrating a remarkable acceleration in each and every stage of the computation of ultrasonic wave propagation, namely matrix assembly, time integration and message exchange. More importantly, both the computational efficiency and the degree-of-freedom limit of the new formulation are actually scalable with the number of GPUs used, potentially allowing larger structures to be computed and higher computational speeds to be realized. Finally, the new formulation was used to simulate the interaction between Lamb waves and randomly shaped thickness loss defects on plates, showing its potential to become an efficient, accurate and robust technique for addressing the propagation of ultrasonic waves in realistic engineering structures. | Keywords: | Ultrasonic wave Spectral element formulation Multi-GPU CUDA CUDA-aware MPI |
Publisher: | Elsevier | Journal: | Ultrasonics | ISSN: | 0041-624X | EISSN: | 1874-9968 | DOI: | 10.1016/j.ultras.2023.107049 | Rights: | © 2023 Elsevier B.V. All rights reserved. © 2023. This manuscript version is made available under the CC-BY-NC-ND 4.0 license https://creativecommons.org/licenses/by-nc-nd/4.0/ The following publication Li, F., Zou, F., & Rao, J. (2023). A multi-GPU and CUDA-aware MPI-based spectral element formulation for ultrasonic wave propagation in solid media. Ultrasonics, 134, 107049 is available at https://doi.org/10.1016/j.ultras.2023.107049. |
| Appears in Collections: | Journal/Magazine Article |
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| Li_Multi-GPU_CUDA-aware_MPI-based.pdf | Pre-Published version | 3.71 MB | Adobe PDF | View/Open |
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