• DocumentCode
    1630472
  • Title

    A variable-order fractional operator based synthesis method for multifractional Gaussian noise

  • Author

    Hu Sheng ; Hongguang Sun ; Yangquan Chen ; Tianshuang Qiu

  • Author_Institution
    Dept. of Electron. Eng., Dalian Univ. of Technol., Dalian, China
  • fYear
    2010
  • Firstpage
    474
  • Lastpage
    479
  • Abstract
    Fractional Gaussian noise (fGn) with a constant Hurst parameter H can be used to more accurately characterize the long memory process than traditional short-range dependent stochastic processes, such as Markov, Poisson or ARMA processes. However, the ability of fGn is limited for modeling the stochastic processes with prescribed local forms. Therefore, the multifractional Gaussian noise (mGn) with local Hölder exponent which varies with a variable t (usually time), become more important both in theory and in practical applications. In this paper, by studying the relationship of white Gaussian noise (wGn), mGn and multifractional Brownian motion (mBm), a synthesis method which is based on variable-order fractional operators for synthesizing mGn is provided. Furthermore, the synthesis method of multifractional α-stable processes, the generalization of mGn, is proposed in the paper in order to more accurately characterize the processes with local scaling characteristic and heavy tailed distribution. Some synthetic examples of mGn and multifractional α-stable noises are provided in the paper.
  • Keywords
    Fourier transforms; Gaussian noise; mathematical operators; nonlinear dynamical systems; stability; variable structure systems; white noise; Hölder exponent; Hurst parameter; fractional Gaussian noise; multifractional α-stable noise; multifractional Brownian motion; scaling characteristic; stochastic processes; tailed distribution; variable-order fractional operator; white Gaussian noise; Lead; Noise; fractional Gaussian noise (fGn); fractional-order signal processing (FOSP); multifractional α-stable noise; multifractional Brownian motion (mBm); multifractional Gaussian noise (mGn); variable-order fractional operator;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Mechatronics and Embedded Systems and Applications (MESA), 2010 IEEE/ASME International Conference on
  • Conference_Location
    Qingdao, ShanDong
  • Print_ISBN
    978-1-4244-7101-0
  • Type

    conf

  • DOI
    10.1109/MESA.2010.5552002
  • Filename
    5552002