The Barycentric Fixed-Mass method for estimating fractal dimensions
Multifractal dimension estimation with the Barycentric Fixed Mass method. Covers a given 2D/3D point distribution with equal mass circles/spheres centered at each point and then applies two additional criteria:
1) Barycentric: A circle/sphere is considered only if its center point is the closest point to its barycenter.
2) Non-Overlapping: Barycentric circles/spheres are randomly chosen such that the overlap is minimized while maximizing the overall coverage
For detailed information check the following publication:
Y. Kamer, G. Ouillon and D. Sornette (2013) Barycentric fixed-mass method for multifractal analysis http://arxiv.org/abs/1305.7384
% EXAMPLE:
% Generate a 3D monofractal with D=1.58...
mat_p1 = [0 1; 0 0];
mat_p1(:,:,2) = [1 0; 1 0];
pts_mat = recursiveFrac(mat_p1,7);
% ...and estimate D(q) vs q using BFM
[q_vec, Dq_vec] = call_BFM(pts_mat);
plot(q_vec, Dq_vec, '.-k');
Cite As
Yavor Kamer (2024). The Barycentric Fixed-Mass method for estimating fractal dimensions (https://github.com/y-kamer/BFM), GitHub. Retrieved .
MATLAB Release Compatibility
Platform Compatibility
Windows macOS LinuxCategories
- MATLAB > Mathematics > Fractals >
Tags
Acknowledgements
Inspired by: Inhull, INPOLY: A fast points-in-polygon test
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!Discover Live Editor
Create scripts with code, output, and formatted text in a single executable document.
Versions that use the GitHub default branch cannot be downloaded
Version | Published | Release Notes | |
---|---|---|---|
1.2.0.0 | updated description |
|