DocumentCode :
2589054
Title :
Second-order statistics of the wavelet transform of multiplicative white stochastic process
Author :
Lu, Cheng-Youn
Author_Institution :
Commun. Syst. Technol. Lab., Panasonic Technol. Inc., Princeton, NJ, USA
fYear :
1994
fDate :
19-22 Apr 1994
Abstract :
We determine the second-order statistics of the wavelet transform of a class of non-stationary random process which may be interpreted as a deterministic signal being corrupted by a multiplicative white stochastic process. The correlation function of the wavelet transform of the process is obtained in terms of wavelet ambiguity function (in Woodward´s (1953) sense). The upper-bound of the variance of the wavelet transform of the process is given. We show that for a narrow-band signal the upper-bound has an asymptotic decay of (2a), where a and α represent, respectively, the scale level of the wavelet transform of the process and the wavelet regularity parameter. Applications of the result are discussed
Keywords :
correlation methods; higher order statistics; random processes; signal processing; stochastic processes; wavelet transforms; asymptotic decay; correlation function; deterministic signal; multiplicative noise; multiplicative white stochastic process; narrow-band signal; non-stationary random process; scale level; second-order statistics; signal extraction; upper-bound; variance; wavelet ambiguity function; wavelet regularity parameter; wavelet transform; Communications technology; Discrete wavelet transforms; Filters; Random processes; Signal processing; Statistics; Stochastic processes; Wavelet analysis; Wavelet transforms; White noise;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1994. ICASSP-94., 1994 IEEE International Conference on
Conference_Location :
Adelaide, SA
ISSN :
1520-6149
Print_ISBN :
0-7803-1775-0
Type :
conf
DOI :
10.1109/ICASSP.1994.390100
Filename :
390100
Link To Document :
بازگشت