THE SEARCH FOR WEAK HARMONIC SIGNALS IN A SPECTRUM WITH APPLICATION TO GRAVITY-DATA

被引:18
作者
FLORSCH, N [1 ]
LEGROS, H [1 ]
HINDERER, J [1 ]
机构
[1] INST PHYS GLOBE STRASBOURG, F-67084 STRASBOURG, FRANCE
关键词
D O I
10.1016/0031-9201(95)05084-O
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
When considering the search for discovery or amplitude estimation of a spectral line with a probabilistic approach, great attention must be paid to the meaning of each step. We give the probability law for the amplitude of a spectral peak in the presence of random noise appearing in a periodogram and discuss the effective probability of the existence of the corresponding wave. We find that the estimated amplitude of a spectral peak is biased and should be corrected when the signal-to-noise ratio is small. As a first application to gravity data, it results in a re-estimation of the gravimetric amplitude factors (delta factors) provided by least-squares tidal analysis. We also estimate the probability of observing a spectral line above a given level in the spectrum of a purely random noise. This allows us to compute for given spectrum the number of peaks expected to overcross the classical levels used in statistical analysis (like n sigma, where sigma is the standard deviation of the temporal noise distribution and n is an integer with typical values equal to 2 or 3). A specific application to real data is investigating the gravity spectrum derived from a 5 year record of the French superconducting gravimeter and we show that the predicted statistics are indeed in agreement with the observations. We also show the statistical consequence of using longer observing periods to obtain the spectral estimations. The problem of detecting translational motion of the Earth's solid inner core (Slichter modes) in a gravity spectrum is analyzed and the probabilities of having a triplet of random peaks thresholding specific levels in a given frequency window are computed. We show that, in the case of a typical gravity spectrum (1 year of hourly data and a frequency window of 0.03 cycle h(-1)), the probability of having a random set of three peaks exceeding a level of 3 sigma, is very high. This emphasizes the need for a very careful analysis of spectral lines before inferring the existence of a true physical signal.
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页码:197 / 210
页数:14
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