COMPARISON OF THE PERFORMANCE OF 3 MAXIMUM DOPPLER FREQUENCY ESTIMATORS COUPLED WITH DIFFERENT SPECTRAL ESTIMATION METHODS

被引:27
作者
MARASEK, K
NOWICKI, A
机构
[1] Institute of Fundamental Technological Research, Polish Academy of Sciences, 00-049 Warszawa
关键词
DOPPLER SPECTRUM; MAXIMUM FREQUENCY ESTIMATION; MEAN FREQUENCY ESTIMATION; SPECTRUM ANALYSIS; ARMA MODELING; AR MODELING;
D O I
10.1016/0301-5629(94)90111-2
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
The performance of three spectral techniques (FFT, AR Burg and ARMA) for maximum frequency estimation of the Doppler spectra is described. Different definitions of f(max) were used: frequency at which spectral power decreases down to 0.1 of its maximum value, modified threshold crossing method (MTCM) and novel geometrical method. ''Goodness'' and efficiency of estimators were determined by calculating the bias and the standard deviation of the estimated maximum frequency of the simulated Doppler spectra with known statistics. The power of analysed signals was assumed to have the exponential distribution function. The SNR ratios were changed over the range from 0 to 20 dB. Different spectrum envelopes were generated. A Gaussian envelope approximated narrow band spectral processes (P. W. Doppler) and rectangular spectra were used to simulate a parabolic flow insonified with C. W. Doppler. The simulated signals were generated out of 3072-point records with sampling frequency of 20 kHz. The AR and ARMA models order selections were done independently according to Akaike Information Criterion (AIC) and Singular Value Decomposition (SVD). It was found that the ARMA model, computed according to SVD criterion, had the best overall performance and produced results with the smallest bias and standard deviation. In general AR(SVD) was better than AR(AIC). The geometrical method of f(max) estimation was found to be more accurate than other tested methods, especially for narrow band signals.
引用
收藏
页码:629 / 638
页数:10
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