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
Link To Document :
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