DocumentCode
2815461
Title
Synthesis of two-dimensional fractional brownian motion via circulant embedding
Author
Danudirdjo, Donny ; Hirose, Akira
Author_Institution
Dept. of Electr. Eng. & Inf. Syst., Univ. of Tokyo, Tokyo, Japan
fYear
2011
fDate
11-14 Sept. 2011
Firstpage
1085
Lastpage
1088
Abstract
Fractional Brownian motion (fBm) is a useful model to represent various natural phenomena and its synthesis has been a topic of interest in literature. This paper presents an algorithm to generate two-dimensional fBm based on circulant embedding method. Although this method has been proven in simulating one-dimensional fBm, its extension into two-dimensional is not straightforward. To solve the problem, we use circulant embedding as an exact method to synthesize the second-order increments of fBm, and recover the desired fBm via integration in frequency domain. The advantage of using second-order increments is its direct extensibility to any dimension. Experimental results show that the proposed method works efficiently fast and offers acceptable results when compared to the theoretical statistics of fBm.
Keywords
Brownian motion; Gaussian processes; computational complexity; frequency-domain synthesis; integration; 2D fBm generation; 2D fractional Brownian motion; circulant embedding method; computational complexity; exact method; fBm second-order increments; frequency domain; integration; memory complexity; natural phenomena; nonstationary Gaussian process; theoretical statistics; Brownian motion; Computational modeling; Covariance matrix; Fourier transforms; Frequency domain analysis; Image processing; Vectors; fractals; image processing;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing (ICIP), 2011 18th IEEE International Conference on
Conference_Location
Brussels
ISSN
1522-4880
Print_ISBN
978-1-4577-1304-0
Electronic_ISBN
1522-4880
Type
conf
DOI
10.1109/ICIP.2011.6115614
Filename
6115614
Link To Document