Title :
On the spectral coherence of nonstationary processes
Author :
Gardner, William A.
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., California Univ., Davis, CA, USA
fDate :
2/1/1991 12:00:00 AM
Abstract :
It is shown that for a single path of a nonstationary process, reliable (i.e., low-variance) measurements of the degree of coherence between two spectral bands with substantial separation must be smaller than 1/2 unless the nonstationarity is of a special type. That is, the nonstationarity must be either of a known form (prior to measurement) or of a periodic nature, which is known as cyclostationarity. It is concluded that spectral correlation measurements on single time series are of highly questionable value for detection and characterization of nonstationarity, except in the special cases of cyclostationarity
Keywords :
random processes; signal processing; spectral analysis; time series; cyclostationarity; detection; low-variance; nonstationary processes; periodic nature; signal processing; single time series; spectral bands; spectral coherence; spectral correlation measurements; substantial separation; Autocorrelation; Band pass filters; Bandwidth; Fourier transforms; Frequency; Particle measurements; Statistics;
Journal_Title :
Signal Processing, IEEE Transactions on