Title :
Enhanced autoregressive moving average spectral estimation applied to the measurement of Doppler spectral width
Author :
Palmer, Robert D. ; Cruz, J.R. ; Zrnic´, D.S.
Author_Institution :
Dept. of Phys. & Astron., Clemson Univ., SC, USA
fDate :
5/1/1991 12:00:00 AM
Abstract :
The measurement of clear-air turbulence with a Doppler radar is investigated. An autoregressive moving average (ARMA) model is proposed to improve the Doppler spectral width estimates. An iterative algorithm that has its origin in system identification is used for the estimation of the ARMA parameters. By taking advantage of a priori knowledge of the correlation matrix, which arises in the derivation of the governing equations of the ARMA parameters, the ARMA spectral estimate can be improved. This improvement is shown in terms of bias and variance of the spectral width estimate
Keywords :
Doppler effect; atmospheric techniques; atmospheric turbulence; parameter estimation; remote sensing by radar; spectral analysis; ARMA model; Doppler spectral width; autoregressive moving average spectral estimation; clear-air turbulence; correlation matrix; iterative algorithm; measurement; priori; radar; remote sensing; technique; Atmosphere; Autoregressive processes; Doppler radar; Equations; Laboratories; Meteorological radar; Meteorology; Modems; Pollution measurement; Refractive index;
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on