nth-order fractional Brownian motion and fractional Gaussian noises
Perrin, Emmanuel ; Harba, Rachid ; Berzin-Joseph, Corinne ; Iribarren, Ileana ; Bonami, Aline
HAL, hal-00319136 / Harvested from HAL
A generalization of fractional Brownian motion (fBm) of parameter H in ]0, 1[ is proposed. More precisely, this work leads to nth-order fBm (n-fBm) of H parameter in ]n-1, n[, where n is any strictly positive integer. They include fBm for the special case n=1. Properties of these new processes are investigated. Their covariance function are given, and it is shown that they are self similar. In addition, their spectral shape is assessed as $1/f^{\alpha}$ with $\alpha$ belonging to ]1; +∞[, providing a larger framework than classical fBm. Special interest is given to their nth-order stationary increments, which extend fractional Gaussian noises. Covariance function and power spectral densities are calculated. Properties and signal processing tasks such as a Cholesky-type synthesis technique and a maximum likelihood estimation method of the H parameter are presented. Results show that the estimator is efficient (unbiased and reaches the Cramér-Rao lower bound) for a large majority of tested values
Publié le : 2001-07-05
Classification:  parameter estimation,  signal synthesis,  self-similarity,  signal synthesis.,  fractional Gaussian noises,  1/f processes,  fractional Brownian motion,  [MATH.MATH-ST]Mathematics [math]/Statistics [math.ST],  [STAT.TH]Statistics [stat]/Statistics Theory [stat.TH]
@article{hal-00319136,
     author = {Perrin, Emmanuel and Harba, Rachid and Berzin-Joseph, Corinne and Iribarren, Ileana and Bonami, Aline},
     title = {nth-order fractional Brownian motion and fractional Gaussian noises},
     journal = {HAL},
     volume = {2001},
     number = {0},
     year = {2001},
     language = {en},
     url = {http://dml.mathdoc.fr/item/hal-00319136}
}
Perrin, Emmanuel; Harba, Rachid; Berzin-Joseph, Corinne; Iribarren, Ileana; Bonami, Aline. nth-order fractional Brownian motion and fractional Gaussian noises. HAL, Tome 2001 (2001) no. 0, . http://gdmltest.u-ga.fr/item/hal-00319136/