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 :
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