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Fast 3D gravity and magnetic modelling using midpoint quadrature and 2D FFT
Xulong Wang1, Jianxin Liu1,2,3, Jian Li4,5
1School of Geosciences and Info-Physics, Central South University, Changsha, 410083, China.
Scientific Reports
|June 8, 2023
Summary
This study introduces a new 3D gravity and magnetic modeling method using midpoint quadrature and 2D FFT. It significantly reduces computational resources, making geophysical modeling more efficient.
Area of Science:
- Geophysics
- Computational Science
Background:
- Traditional 3D gravity and magnetic modeling methods require substantial computational resources.
- Calculating kernel matrices and 2D discrete convolutions are computationally intensive steps.
Purpose of the Study:
- To develop a novel, computationally efficient approach for 3D gravity and magnetic modeling.
- To reduce the computational burden associated with traditional geophysical modeling techniques.
Main Methods:
- Combines the midpoint quadrature method with a 2D fast Fourier transform (FFT).
- Applies midpoint quadrature to calculate volume elements of integrals.
- Utilizes 2D FFT for efficient computation of convolutions between weight matrices and density/magnetization.
Main Results:
- The proposed algorithm significantly decreases computation time and memory requirements.
- Efficiency gains are approximately two orders of magnitude compared to space-wavenumber domain methods.
- Validation using artificial and real topography models confirms accuracy and efficiency.
Conclusions:
- The novel method offers a substantial improvement in computational efficiency for 3D gravity and magnetic modeling.
- This approach overcomes the limitations of traditional methods regarding resource consumption.
- The validated algorithm provides a more accessible tool for geophysical exploration and analysis.
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