第26回応用力学シンポジウム

Presentation information

Regular Session

General Session (5.応用数理問題―計算機科学から社会科学まで)

第五部門:応用数理問題―計算機科学から社会科学まで

Sun. May 28, 2023 8:30 AM - 10:00 AM D (6号館 3階 6309室)

座長:本田 利器(東京大学)

9:45 AM - 10:00 AM

[24001-06-06] Development of viscoelastic crustal deformation analysis with data-driven method on GPU (Proceedings of Symposium on Applied Mechanics)

*Sota Murakami1, Kohei Fujita1, Tsuyoshi Ichimura1, Takane Hori2, Muneo Hori2, Maddegedara Lalith1, Naonori Ueda3 (1. The University of Tokyo, 2. Japan Agency for Marine-Earth Science and Technology, 3. RIKEN)

Keywords:data-driven predictor, finite-element method, GPU

In this study, we developed a 3D viscoelastic analysis solver with data-driven method on GPUs for fast computation of highly detailed 3D crustal structure models. Here, the initial solution is obtained with high accuracy using a data-driven predictor based on previous time-step results, which reduces the number of multi-grid solver iterations and thus reduces the computation cost. The whole analysis was developed with OpenACC and the algorithm was modified suitable for GPUs. The developed GPU-based solver attained 8.6-fold speedup from the state-of-art multi-grid solver.