Browsing by Author "Tsai, Hsinhan"

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Highly efficient GPU eigensolver for three-dimensional photonic crystal band structures with any Bravais lattice
(2019-12-01)
Huang, Tsung-Ming
;
Lin, Wen-Wei
;
Tsai, Hsinhan
;
Wang, Weichung
;
應用數學系
A null-space free method with the FFT-based matrix-vector multiplications was proposed to solve the Maxwell equations that model the three-dimensional photonic crystals. The most time-consuming parts of this method were the FFT-based matrix-vector multiplications. In this article, we propose new mathematical formulas to compute the FFT-based matrix-vector multiplications and derive highly efficient algorithms on top of the NVIDIA GPU architecture. The resulting algorithms are approximately two- to threefold faster than the previous algorithms. We have successfully used a single NVIDIA Tesla P100 GPU to solve a set of generalized eigenvalue problems of 5, 184, 000 dimensions in 17 to 22 seconds for each problem. Furthermore, we ported the codes to a GPU cluster and achieved near linear scalability. To our knowledge, these GPU implementations of the proposed algorithms are the fastest implementations. The schemes can be applied to simulate a three-dimensional photonic crystal with all 14 Bravais lattices. These highly efficient schemes and codes raise possibilities for large-scale and near real-time numerical simulations for novel physical discoveries and engineering applications of photonic crystals. (C) 2019 Elsevier B.V. All rights reserved.