DocumentCode :
290543
Title :
Maximum Ch-entropy estimation of p-adic stationary process and its fast algorithm
Author :
Liu, Zhongkan ; Mingyong Zho ; Hama, Hiromitsu
Author_Institution :
Dept. of Appl. Math., Beijing Univ. of Aeronaut. & Astronaut., China
Volume :
iii
fYear :
1994
fDate :
19-22 Apr 1994
Abstract :
In this paper the power spectral density of p-adic stationary stochastic process under the sense of Chrestenson transform (Ch-transform) and its maximum entropy estimator are studied. The relationship formula between the power spectral density and the entropy rate is first derived. The the normal equations of maximum Ch-entropy spectral estimator in closed expression are obtained. When the number of autocorrelation data is pm, where p⩾2 and m⩾1 are integers, the maximum Ch-entropy estimator can be directly expressed by the known finite autocorrelation data. These results are quite different from that of Fourier´s. Numerical examples are provided to show the effectiveness of the maximum Ch-entropy estimator. General Hadmard ordering is introduced for the Kronecker formulation of the Ch-transform matrix. Such ordering can lead to a fast algorithm proposed in this paper which can reduce the computation complexity front O(p2m) to O(mpm) when the number of autocorrelation data is pm (m>1, p⩾2)
Keywords :
Hadamard transforms; computational complexity; maximum entropy methods; parameter estimation; spectral analysis; stochastic processes; Chrestenson transform; Kronecker formulation; autocorrelation data; computation complexity; entropy rate; fast algorithm; general Hadmard ordering; maximum Ch-entropy estimation; normal equations; p-adic stationary process; power spectral density; stochastic process; Autocorrelation; Entropy; Filtering theory; Fourier transforms; Information systems; Laboratories; Mathematics; Signal processing; Signal processing algorithms; Signal resolution;
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.1994.389991
Filename :
389991
Link To Document :
بازگشت