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research-article

Spectral representation of fractional Brownian motion in n dimensions and its properties

Published: 01 September 2006 Publication History

Abstract

Fractional Brownian motion (fBm) provides a useful model for processes with strong long-term dependence, such as 1/fβ spectral behavior. However, fBm's are nonstationary processes so that the interpretation of such a spectrum is still a matter of speculation. To facilitate the study of this problem, another model is provided for the construction of fBm from a white-noise-like process by means of a stochastic or Ito integral in frequency of a stationary uncorrelated random process. Also a generalized power spectrum of the nonstationary fBm process is defined. This new approach to fBm can be used to compute all of the correlations, power spectra, and other properties of fBm. In this paper, a number of these fBm properties are developed from this model such as the TH law of scaling, the power law of fractional order, the correlation of two arbitrary fBm's, and the evaluation of the fractal dimension under various transformations. This new treatment of fBm using a spectral representation is extended also, for the first time, to two or more topological dimensions in order to analyze the features of isotropic n-dimensional fBm

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  • (2019)Fractional gaussian fields for modeling and rendering of spatially-correlated mediaACM Transactions on Graphics10.1145/3306346.332303138:4(1-13)Online publication date: 12-Jul-2019
  • (2019)Blind Deblurring of Natural Stochastic Textures Using an Anisotropic Fractal Model and Phase Retrieval AlgorithmIEEE Transactions on Image Processing10.1109/TIP.2018.287429128:2(937-951)Online publication date: 1-Feb-2019
  • (2011)Efficient fractal dimension calculation method for feature extraction of skin imagesInternational Journal of Biometrics10.1504/IJBM.2011.0408143:3(175-188)Online publication date: 1-Jun-2011
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Published In

cover image IEEE Transactions on Information Theory
IEEE Transactions on Information Theory  Volume 41, Issue 5
September 1995
330 pages

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IEEE Press

Publication History

Published: 01 September 2006

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Cited By

View all
  • (2019)Fractional gaussian fields for modeling and rendering of spatially-correlated mediaACM Transactions on Graphics10.1145/3306346.332303138:4(1-13)Online publication date: 12-Jul-2019
  • (2019)Blind Deblurring of Natural Stochastic Textures Using an Anisotropic Fractal Model and Phase Retrieval AlgorithmIEEE Transactions on Image Processing10.1109/TIP.2018.287429128:2(937-951)Online publication date: 1-Feb-2019
  • (2011)Efficient fractal dimension calculation method for feature extraction of skin imagesInternational Journal of Biometrics10.1504/IJBM.2011.0408143:3(175-188)Online publication date: 1-Jun-2011
  • (2010)Characterization of second-order isotropic fractional brownian fieldsIEEE Transactions on Signal Processing10.1109/TSP.2010.204810858:8(4411-4415)Online publication date: 1-Aug-2010
  • (2009)Measurement-based findings in teletraffic (I)Proceedings of the 8th WSEAS international conference on Instrumentation, measurement, circuits and systems10.5555/1576594.1576599(19-24)Online publication date: 20-May-2009
  • (2009)The proposal of the extraction algorithm for desirable skin fractal dimension calculationProceedings of the 8th International Conference on Virtual Reality Continuum and its Applications in Industry10.1145/1670252.1670307(263-266)Online publication date: 14-Dec-2009
  • (2008)Second Order Structure of Scale-Space MeasurementsJournal of Mathematical Imaging and Vision10.1007/s10851-008-0080-731:2-3(207-220)Online publication date: 1-Jul-2008
  • (2002)Synthesis of bidimensional α-stable models with long-range dependenceSignal Processing10.1016/S0165-1684(02)00320-182:12(1927-1940)Online publication date: 1-Dec-2002

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