Title :
Simulation of Fractional Brownian Surfaces via Spectral Synthesis on Manifolds
Author :
Gelbaum, Zachary ; Titus, Mathew
Author_Institution :
Longboard Capital Advisors, LLC, Santa Monica, CA, USA
Abstract :
Using the spectral decomposition of the Laplace-Beltrami operator, we simulate fractal surfaces as random series of eigenfunctions. This approach allows us to generate random fields over smooth manifolds of arbitrary dimension, generalizing previous work with fractional Brownian motion with multidimensional parameter. We give examples of surfaces with and without boundary and discuss implementation.
Keywords :
Brownian motion; eigenvalues and eigenfunctions; fractals; image processing; spectral analysis; Laplace-Beltrami operator; fractional Brownian motion; fractional Brownian surfaces; random fields; spectral decomposition; spectral synthesis; Approximation methods; Convergence; Eigenvalues and eigenfunctions; Fractals; Laplace equations; Manifolds; Surface treatment; Fractal surfaces; discrete Laplace-Beltrami operators; fractional Brownian motion;
Journal_Title :
Image Processing, IEEE Transactions on
DOI :
10.1109/TIP.2014.2348793