Proceedings of the ISCIE International Symposium on Stochastic Systems Theory and its Applications
Online ISSN : 2188-4749
Print ISSN : 2188-4730
第32回ISCIE「確率システム理論と応用」国際シンポジウム(2000年11月, 鳥取)
Fractal Dimension Estimation and its Application to Constructing a Moon Surface Georama
Ken'ichi NishiguchiShoji Yoshikawa
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2001 年 2001 巻 p. 293-298

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Fractional Brownian motion (fBm) provides a useful fractal model to represent natural landscapes. The fractal dimension of an fBm is closely related to its spectral exponent, which is the essential parameter of the power spectral density (PSD) of fBm. In this paper, a maximum likelihood (ML) spectral estimation procedure for an fBm defined on a multi-dimensional space is derived. The likelihood function is shown to be represented in terms of a periodogram and the PSD model, instead of a covariance matrix. This representation facilitates the ML estimation in the multi-dimensional case. In an application of this, we estimated the spectral exponent of the moon surface and constructed a detailed simulated moon surface.
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© 2001 ISCIE Symposium on Stochastic Systems Theory and Its Applications
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