hal-00087766, version 1
nth order fractional Brownian motion and fractional Gaussian noise
IEEE Transactions on Signal Processing vol 49 issue 5 (2001) 1049-1059
Résumé : 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/fα with α 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. The covariance function and power spectral densities are calculated. The properties and signal processing tasks such as a Cholesky-type synthesis technique and a maximum likelihood estimation method of the H parameter are presented. The results show that the estimator is efficient (unbiased and reaches the Cramer-Rao lower bound) for a large majority of tested values
- 1 :
- Université de Versailles Saint-Quentin-en-Yvelines
- 2 :
- Université d'Orléans – CNRS : UMR7349
- 3 :
- Université d'Orléans
- 4 :
- Universidad Central de Venezuela
- 5 :
- Université Claude Bernard - Lyon I
- Domaine : Mathématiques/Analyse classique
Mathématiques/Variables complexes
- hal-00087766, version 1
- http://hal.archives-ouvertes.fr/hal-00087766
- oai:hal.archives-ouvertes.fr:hal-00087766
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- Soumis le : Mercredi 26 Juillet 2006, 15:44:17
- Dernière modification le : Mercredi 26 Juillet 2006, 15:44:17
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DOI : 10.1109/78.917808


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