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hal-00087766, version 1

nth order fractional Brownian motion and fractional Gaussian noise

Corinne Berzin-Joseph 1, Aline Bonami 2, Rachid Harba 3, I. Iribarren 4, Emmanuel Perrin 5

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
  • Université de Versailles Saint-Quentin-en-Yvelines
  • 2 :  Mathématiques - Analyse, Probabilités, Modélisation - Orléans (MAPMO)
  • Université d'Orléans – CNRS : UMR7349
  • 3 :  Laboratory of Electronics, Signals and Images (LESI)
  • Université d'Orléans
  • 4 :  Dipartemento di Matematica
  • Universidad Central de Venezuela
  • 5 :  Laboratoire RMN (UCB LYON)
  • Université Claude Bernard - Lyon I
  • Domaine : Mathématiques/Analyse classique
    Mathématiques/Variables complexes
 
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  • Soumis le : Mercredi 26 Juillet 2006, 15:44:17
  • Dernière modification le : Mercredi 26 Juillet 2006, 15:44:17