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GPU-accelerated smoothed particle finite element method for large deformation analysis in geomechanics

机译:GPU加速平滑颗粒有限元法,用于地磁机械大变形分析

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摘要

Particle finite element method (PFEM) is an effective numerical tool for solving large-deformation problems in geomechanics. By incorporating the node integration technique with strain smoothing into the PFEM, we proposed the smoothed particle finite element method (SPFEM). This paper extends the SPFEM to three-dimensional cases and presents a SPFEM executed on graphics processing units (GPUs) to boost the computational efficiency. The detailed parallel computing strategy on GPU is introduced. New computation formulations related to the strain smoothing technique are proposed to save memory space in the GPU parallel computing. Several benchmark problems are solved to validate the proposed approach and to evaluate the GPU acceleration performance. Numerical examples show that with the new formulations not only the memory space can be saved but also the computational efficiency is improved. The computational cost is reduced by similar to 70% for the double precision GPU parallel computing with the new formulations. Compared with the sequential CPU simulation, the GPU-accelerated simulation results in a significant speedup. The overall speedup ranges from 8.21 to 11.17 for double-precision simulations. Furthermore, the capability of the GPU-accelerated SPFEM in solving large-scale complicated problems is demonstrated by modelling the progressive failure of a long slope with strain softening soil.
机译:颗粒有限元方法(PFEM)是用于解决地质力学中大变形问题的有效数值工具。通过将节点集成技术结合到PFEM中的应变平滑,我们提出了平滑的颗粒有限元方法(SPFEM)。本文将SPFEM扩展到三维情况,并在图形处理单元(GPU)上呈现SPFEM以提高计算效率。介绍了GPU的详细并行计算策略。提出了与应变平滑技术相关的新计算制剂,以节省GPU并行计算中的存储空间。解决了几个基准问题以验证所提出的方法并评估GPU加速性能。数值示例表明,由于新配方不仅可以保存存储空间,而且提高了计算效率。计算成本降低了与新配方的双重精密GPU平行计算的70%相似。与顺序CPU仿真相比,GPU加速仿真导致显着的加速。对于双精度模拟,整体加速度范围为8.21至11.17。此外,通过使用应变软化土壤的逐步失效来展示GPU加速SPFEM在求解大规模复杂问题方面的能力。

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