DocumentCode
3596652
Title
Maximum Likelihood Estimator, FFT Estimator and Cramér-Rao bounds of the laser Doppler frequency: The effect of a particle trajectory through the measurement volume
Author
Lu Zhang ; Kulon, Janusz ; Yong Yan
Author_Institution
Sch. of Comput. & Control Eng., North China Electr. Power Univ., Beijing, China
fYear
2015
Firstpage
1198
Lastpage
1203
Abstract
This paper addresses the problem of estimating the Doppler frequency in Laser Doppler Velocimetry (LDV) systems by taking into account the effect of the particle trajectory via the measurement volume. The dependency of the burst length on the Cramér-Rao lower bound (CRLB) and the Doppler frequency estimation is investigated by employing the 2D model of the Doppler Burst Signal with the Gaussian envelope. The Maximum Likelihood Estimator (MLE) equations are solved for estimates of the Doppler frequency for LDV systems operating in one particle scattering mode. The numerical examples show the performance of the MLE and FFT with various parameter configurations compared with the derived CRLB. The numerical results confirm the validity of the analysis in terms of the relative effect of the particle trajectory, relative measurement time, size of the volume and signal-to-noise ratio on the accuracy of the estimation.
Keywords
Doppler measurement; Gaussian processes; fast Fourier transforms; frequency estimation; frequency measurement; laser velocimetry; maximum likelihood estimation; volume measurement; 2D model; CRLB; Cramer-Rao lower bound; Doppler burst signal; FFT estimator; Gaussian envelope; LDV system; MLE equation; laser Doppler frequency estimation; laser Doppler velocimetry system; maximum likelihood estimator equation; particle scattering mode; particle trajectory; relative measurement time; signal-to-noise ratio; volume measurement; Convergence; Power measurement; Size measurement; Volume measurement; Cramér-Rao bound; Fast Fourier Transform; Laser Doppler Velocimetry; frequency estimation; maximum likelihood estimation;
fLanguage
English
Publisher
ieee
Conference_Titel
Instrumentation and Measurement Technology Conference (I2MTC), 2015 IEEE International
Type
conf
DOI
10.1109/I2MTC.2015.7151443
Filename
7151443
Link To Document