TY - JOUR
T1 - Performance analysis of maximum likelihood spectral estimator compared with PM estimator
AU - Guo, Xianbin
AU - Guo, Pan
AU - Zhang, Yinchao
AU - Chen, Siying
AU - Chen, He
N1 - Publisher Copyright:
© 2016, Chinese Lasers Press. All right reserved.
PY - 2016/3/10
Y1 - 2016/3/10
N2 - The effect of the wideband signal-to-noise ratio (RSNW) and the effective power spectral width on the Doppler frequency estimation performance using maximum likelihood (ML) estimator have been studied. The performance of the ML algorithm is applied to simulation signal. Experimental data are described by the detection probability and the standard deviation (SD), and also compare with periodogram maximum (PM) estimator. The data are acquired by 1.5 μm all fiber coherent Doppler lidar in Shanghai Institute of Optics and Fine Mechanics, Chinese Academy of Sciences. The results indicate that ML's SD can enhance 0.5 MHz higher than PM's under the same spectral width. ML is close to PM under the narrow spectral width. To satisfy the 90% detection probability, the required RSNW is 2 dB smaller than PM's. In the real-process, ML's SD can be 1.1 MHz lower than the PM, and the detection probability is 9% lower than PM. To obtain the wind speed accuracy less than 1 m/s while the detection probability is above 80%, the required RSNW is larger than -14 dB.
AB - The effect of the wideband signal-to-noise ratio (RSNW) and the effective power spectral width on the Doppler frequency estimation performance using maximum likelihood (ML) estimator have been studied. The performance of the ML algorithm is applied to simulation signal. Experimental data are described by the detection probability and the standard deviation (SD), and also compare with periodogram maximum (PM) estimator. The data are acquired by 1.5 μm all fiber coherent Doppler lidar in Shanghai Institute of Optics and Fine Mechanics, Chinese Academy of Sciences. The results indicate that ML's SD can enhance 0.5 MHz higher than PM's under the same spectral width. ML is close to PM under the narrow spectral width. To satisfy the 90% detection probability, the required RSNW is 2 dB smaller than PM's. In the real-process, ML's SD can be 1.1 MHz lower than the PM, and the detection probability is 9% lower than PM. To obtain the wind speed accuracy less than 1 m/s while the detection probability is above 80%, the required RSNW is larger than -14 dB.
KW - Coherent Doppler wind lidar
KW - Detection probability
KW - Doppler frequency estimation
KW - Good estimate standard deviation
KW - Maximum likelihood estimator
KW - Periodogram maximum estimator
KW - Remote sensing
UR - http://www.scopus.com/inward/record.url?scp=84961262898&partnerID=8YFLogxK
U2 - 10.3788/CJL201643.0314001
DO - 10.3788/CJL201643.0314001
M3 - Article
AN - SCOPUS:84961262898
SN - 0258-7025
VL - 43
JO - Zhongguo Jiguang/Chinese Journal of Lasers
JF - Zhongguo Jiguang/Chinese Journal of Lasers
IS - 3
M1 - 0314001
ER -