Three-dimensional magnetic field forward modeling using quadratic finite element continuous Fourier transform and parallel CPU/GPU acceleration

傅里叶变换 快速傅里叶变换 有限群上的Fourier变换 加速度 有限元法 反演(地质) 数学分析 算法 伪谱法 计算机科学 偏微分方程 二次方程 离散傅里叶变换(通用) 边值问题 常微分方程 数学 计算科学 磁场 有限差分法 反问题 边界元法 短时傅里叶变换 反向 数学优化 几何学 边界(拓扑) 并行计算 傅里叶分析 离散时间傅里叶变换 微分方程
作者
Ying Zhang,Shikun Dai
出处
期刊:Geophysics [Society of Exploration Geophysicists]
卷期号:91 (1): G23-G46
标识
DOI:10.1190/geo-2024-0685
摘要

Abstract Efficient and high-precision methods for magnetic field modeling were crucial for the accurate inversion and interpretation of magnetic survey data. In response, an efficient magnetic field forward modeling algorithm using quadratic finite element continuous Fourier transform (QFE-CFT), leveraging central processing unit/graphics processing unit (CPU/GPU) parallel computing, was proposed to meet these demands. By applying a 2D Fourier transform in the horizontal directions, the 3D partial differential equation was reduced to a set of independent 1D ordinary differential equations in the vertical direction, significantly improving computational efficiency and enabling parallel acceleration. The finite element method was then used to form a five-diagonal linear system, which was efficiently solved using the chasing method. Finally, the magnetic field in the spatial domain was obtained using the quadratic finite element continuous inverse Fourier transform (QFE-CIFT). A model with anomalous spheres near the boundary of the considered computational area was designed to validate the accuracy and effectiveness of the algorithm. Comparisons with the standard-fast Fourier transform (FFT), Gauss-FFT, and nonuniform FFT algorithms demonstrated that the proposed method was unaffected by boundary effects. By using OpenMP for equation solving and GPU acceleration for the QFE-CFT, the computational efficiency of the CPU/GPU parallel algorithm was significantly enhanced compared to the CPU serial algorithm, achieving an acceleration ratio of up to 86 times under the given hardware conditions. This approach provided a powerful tool for high-precision magnetic data inversion and geological interpretation.
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