Title :
Comparison of maximum likelihood estimators of mean wind velocity from radar/lidar returns
Author :
Abatzoglou, Theagenis J. ; Steakley, Bruce C.
Author_Institution :
Adv. Technol. Center, Lockheed Martin Missiles & Space Co. Inc., Palo Alto, CA, USA
Abstract :
Wind patch returns from a radar/lidar may be accurately modeled by a Gaussian random process with a Gaussian power spectral density of unknown mean, standard deviation and power. The maximum likelihood estimator (MLE) of the unknown parameters is analyzed, its performance compared against other estimators of the mean wind velocity and the corresponding Cramer-Rao bound (CRB). Simulations show the MLE to have superior performance to the poly-pulse-pair techniques at all signal-to-noise ratios. We present also a simplification of the CRB that results in the computation of the variance of mean wind velocity uncoupled from the return and wind velocity dispersion.
Keywords :
Gaussian processes; maximum likelihood estimation; optical radar; radar signal processing; random processes; velocity; wind; CRB; Cramer-Rao bound; Gaussian power spectral density; Gaussian random process; MLE; SNR; maximum likelihood estimators; mean; mean wind velocity; parameter estimation; performance; polypulse-pair techniques; radar/lidar returns; signal to noise ratio; simulations; standard deviation; stochastic random process; variance; wind velocity dispersion; Doppler radar; Laser radar; Maximum likelihood detection; Maximum likelihood estimation; Pulse measurements; Random processes; Signal to noise ratio; Space technology; Velocity measurement; Wind speed;
Conference_Titel :
Signals, Systems and Computers, 1996. Conference Record of the Thirtieth Asilomar Conference on
Conference_Location :
Pacific Grove, CA, USA
Print_ISBN :
0-8186-7646-9
DOI :
10.1109/ACSSC.1996.600848