Title :
Estimation of coherences between complicated processes
Author :
Thomson, David J.
Author_Institution :
AT&T Bell Labs., Murray Hill, NJ, USA
Abstract :
Considers the problem of estimating coherences and transfer functions between processes that individually have complicated spectral densities and for which limited data is available. These processes are assumed to have a continuous spectrum that varies significantly on a frequency scale commensurate with the Rayleigh resolution but the transfer function between the processes does not vary as rapidly. For such calculations the author proposes a variant of the multiple-taper method were the vectors of eigencoefficients are augmented to include derivative terms and the coherences computed as canonical correlations between the blocks. A short simulation study between correlated processes with moderately severe delay within the analysis band shows that the variance of the smoothed canonical correlation estimate is about 20% of the standard multiple window estimate.<>
Keywords :
coherence; correlation theory; estimation theory; spectral analysis; time series; transfer functions; canonical correlations; coherence estimation; complicated processes; complicated spectral densities; eigencoefficients; multiple-taper method; smoothed canonical correlation estimate; spectral analysis; time series analysis; transfer functions; vectors; Analytical models; Atmospheric measurements; Bandwidth; Carbon dioxide; Computational modeling; Delay estimation; Frequency estimation; Frequency measurement; Time series analysis; Transfer functions;
Conference_Titel :
Spectrum Estimation and Modeling, 1990., Fifth ASSP Workshop on
Conference_Location :
Rochester, NY, USA
DOI :
10.1109/SPECT.1990.205586