FAME

Author:

Lyu Xing-long1,Li Tiexiang2ORCID,Huang Tsung-ming3,Lin Jia-wei4,Lin Wen-wei5,Wang Sheng4

Affiliation:

1. Southeast University, Nanjing, China

2. Southeast University and Nanjing Center for Applied Mathematics, Nanjing, China

3. National Taiwan Normal University, Taipei, Taiwan

4. National Chiao Tung University, Hsinchu, Taiwan

5. National Chiao Tung University, Nanjing, China

Abstract

In this article, we propose the Fast Algorithms for Maxwell’s Equations (FAME) package for solving Maxwell’s equations for modeling three-dimensional photonic crystals. FAME combines the null-space free method with fast Fourier transform (FFT)-based matrix-vector multiplications to solve the generalized eigenvalue problems (GEPs) arising from Yee’s discretization. The GEPs are transformed into a null-space free standard eigenvalue problem with a Hermitian positive-definite coefficient matrix. The computation times for FFT-based matrix-vector multiplications with matrices of dimension 7 million are only 0.33 and 3.6 × 10 − 3 seconds using MATLAB with an Intel Xeon CPU and CUDA C++ programming with a single NVIDIA Tesla P100 GPU, respectively. Such multiplications significantly reduce the computational costs of the conjugate gradient method for solving linear systems. We successfully use FAME on a single P100 GPU to solve a set of GEPs with matrices of dimension more than 19 million, in 127 to 191 seconds per problem. These results demonstrate the potential of our proposed package to enable large-scale numerical simulations for novel physical discoveries and engineering applications of photonic crystals.

Funder

MoST

National Natural Science Foundation of China

Ministry of Science and Technology of Taiwan

Publisher

Association for Computing Machinery (ACM)

Subject

Applied Mathematics,Software

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