Cramer-Rao bounds and maximum likelihood estimation for random amplitude phase-modulated signals

被引:43
|
作者
Ghogho, M [1 ]
Nandi, AK
Swami, A
机构
[1] Univ Strathclyde, Dept Elect & Elect Engn, Signal Proc Div, Glasgow G1 1XW, Lanark, Scotland
[2] Univ Liverpool, Dept Elect Engn & Elect, Liverpool L69 3BX, Merseyside, England
[3] USA, Res Lab, Adelphi, MD 20783 USA
基金
英国工程与自然科学研究理事会;
关键词
D O I
10.1109/78.796427
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The problem of estimating the phase parameters of a phase-modulated signal in the presence of colored multiplicative noise (random amplitude modulation) and additive white noise (both Gaussian) is addressed, Closed-form expressions for the exact and large-sample Cramer-Rao Bounds (CRB) are derived, It is shown that the CRB is significantly affected by the color of the modulating process when the signal-to-noise ratio (SNR) or the intrinsic SNR is small. Maximum likelihood type estimators that ignore the noise color and optimize a criterion with respect to only the phase parameters are proposed, These estimators are shown to be equivalent to the nonlinear least squares estimators, which consist of matching the squared observations with a constant amplitude phase-modulated signal when the mean of the multiplicative noise is forced to zero. Closed-form expressions are derived for the efficiency of these estimators and are verified via simulations.
引用
收藏
页码:2905 / 2916
页数:12
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