Cramer-Rao Bounds for Beam Tracking With Photon Counting Detector Arrays in Free-Space Optical Communications

被引:8
作者
Bashir, Muhammad Salman [1 ]
Tsai, Ming-Cheng [1 ]
Alouini, Mohamed-Slim [1 ]
机构
[1] King Abdullah Univ Sci & Technol, Dept Elect Engn, Comp Elect & Math Sci & Engn Div, Thuwal 239556900, Saudi Arabia
来源
IEEE OPEN JOURNAL OF THE COMMUNICATIONS SOCIETY | 2021年 / 2卷
关键词
Angle-of-arrival; beam center position; Cramer-Rao lower bound; dark current; maximum likelihood estimator; method of moments estimator; photon-counting detector arrays; pulse position modulation; POSITION ESTIMATION; LINKS; PROBABILITY; ACQUISITION; TURBULENCE; CAPACITY; SYSTEMS; ERROR; HOP;
D O I
10.1109/OJCOMS.2021.3078091
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
Optical beam center position on an array of detectors is an important parameter that is essential for estimating the angle-of-arrival of the incoming signal beam. In this paper, we have examined the beam position estimation problem for photon-counting detector arrays, and to this end, we have derived and analyzed the Cramer-Rao lower bounds on the mean-square error of unbiased estimators of beam position. Furthermore, we have also derived the Cramer-Rao lower bounds of other system parameters such as signal peak intensity, and dark current noise power, on the array. In this sense, we have considered robust estimation of beam position in which none of the parameters are assumed to be known beforehand. Additionally, we have derived the Cramer-Rao lower bounds of beam and noise parameters for observations based on both pilot and data symbols of a pulse position modulation (PPM) scheme. Finally, we have considered a two-step estimation problem in which the signal peak and dark current noise intensities are estimated using a method of moments estimator, and the beam center position is estimated with the help of a maximum likelihood estimator.
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页码:1065 / 1081
页数:17
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