yuguangwang/favest

Fast Vector Spherical Harmonic Transforms

FaVeST: Fast Vector Spherical Harmonic Transforms

This is our Matlab implementation for FaVeST in the paper

Q. T. Le Gia, M. Li, Y. G. Wang. FaVeST: Fast Vector Spherical Harmonic Transforms. arXiv preprint arXiv:1908.00041, 2019.

Author: Dr. Quoc Thong Le Gia ([email protected]), Dr. Ming Li ([email protected]), Dr. Yu Guang Wang ([email protected]).

Abstract

Vector spherical harmonics on $\mathbb{S}^{2}\subset \mathbb{R}^3$ have wide applications in geophysics, quantum mechanics and astrophysics. In the representation of a tangent field, one needs to evaluate the expansion and the Fourier coefficients of vector spherical harmonics. In this paper, we develop fast algorithms (FaVeST) for vector spherical harmonic transforms for these evaluations. The forward FaVeST which evaluates the Fourier coefficients has computational steps proportional to $N\log \sqrt{N}$ for $N$ number of evaluation points. The adjoint FaVeST which evaluates a linear combination of vector spherical harmonics with degree up to $\sqrt{M}$ for $M$ evaluation points is proportional to $M\log\sqrt{M}$. Numerical examples illustrate the accuracy and efficiency of FaVeST.

Citation

If you use our codes and datasets, please cite:

@article{FaVeST,
  title={FaVeST: Fast Vector Spherical Harmonic Transforms},
  author={Le Gia, Quoc T. and Li, Ming and Wang, Yu Guang},
  journal={arXiv preprint arXiv:1908.00041},
  year={2019}
}

Environment Requirement

The code has been tested in Matlab environment. To run the FaVeST functions and demos, users need to download the NFFT package:

• NFFT library: Keiner, J., Kunis, S., and Potts, D. "Using NFFT 3 - a software library for various nonequispaced fast Fourier transforms, ACM Trans. Math. Software,36, Article 19, 1-30, 2009". Download Website
• We provide the script Setup.m to download a recent version of NFFT: nfft-3.5.0-mexa64-octave-5.1-openmp.tar.gz for Linux binaries, nfft-3.5.0-mexw64-openmp.zip or nfft-3.5.0-mexw32-openmp.zip for Windows binaries, or nfft-3.5.0-mexmaci64-openmp.zip for macOS binaries, followed by a Demo for FaVeST on simulated tangent fields. In this manner, users can simply run Setup.m in Matlab when using for the first time.

Functions and Folders

• utils: This folder contains some basic tools/resources/auxiliary functions used for implementing our main functions, including

  1. SD: A folder that contains six examples of symmetric spherical design points, which are used in our paper.
  2. tangent_field: A folder that contains several functions for generating three vector fields and their visualization used in our paper. These functions come from E. J. Fuselier and G. B. Wright as they use in "Stability and error estimates for vector field interpolation and decomposition on the sphere with RBFs. SIAM Journal on Numerical Analysis, 47(5):3213-39".
  3. m_map: A mapping package for Matlab. We have used some functions of this package for visualization of tangent fields.
  4. QpS2.m: A function used for computing the weights and quadrature nodes (for a given degree and a specific type of quadrature rule) in both Cartesian and spherical coordinates.

• Setup.m: The script for downloading NFFT package (compatible with the user's operating system and computing environment) and unzipping and installing the package in the current folder of FaVeST. If the installation is successful, users can test FaVeST in the demos and examples. The Setup.m and Demo.m have been tested on Ubuntu 16.04.6, macOS High Sierra and Mojave, Windows7，8，10. Please make sure that your operating system meets the requirement of NFFT package.

• Demo.m: It tests FaVeST_fwd.m and FaVeST_adj.m on a tangent field. It is used to test whether users have successfully configured NFFT packages by Setup.m.

• FaVeST_fwd.m: Main function for implementing forward FFTs computing Fourier coefficients associated with a quadrature rule: T - tangent field samples; L - degree for vector spherical harmonic; X,w - quadrature rule used for evaluating FFT. See Algorithm 1 in our paper.

• FaVeST_adj.m: Main function for implementing adjoint FFTs for vector spherical harmonic expansion with given inputs: alm - Fourier coefficients for divergent-free part; blm - Fourier coefficients of curl-free part; X - evaluation points on the sphere.

• Fig2a,2b,2c.m, Fig3a,3b,3c.m, Table1.m, Table2_Fig4.m: These routines are used to reproduce the numerical results of the corresponding figures and tables of our paper.

Demo

After running Setup.m successfully (meaning that NFFT package folder appears in FaVeST folder), users can obtain the following visualization results that is the same as Fig.2(a) in our paper. Then, good news~all is in order now, uers can try different settings by running Demo.m, or test our simulation programs by running other m-scripts (e.g. Fig3a.m).

Acknowledgements

We would thank E. J. Fuselier and G. B. Wright for providing their MATLAB program which generates simulated tangent fields. The NFFT package is used for the FaVeST package. M. Li acknowledges support from the Australian Research Council under Discovery Project DP160101366. Q. T. Le Gia and Y. G. Wang acknowledge support from the Australian Research Council under Discovery Project DP180100506.

Notes

The package FaVeST may be used for any research purposes under the following conditions:

• The user must acknowledge the use of FaVeST in publications resulting from the use of the functions/tools.
• The user may not redistribute FaVeST without separate permission.
• The user may not use this information for any commercial or revenue-bearing purposes without first obtaining permission from us.