Blind Estimation of Timing Error, Channel Attenuation, and Noise Parameters in OOK Free-Space Optical Communications

被引:0
作者
D'Amico, Antonio Alberto [1 ]
Morelli, Michele [1 ]
机构
[1] Univ Pisa, Dept Informat Engn, I-56122 Pisa, Italy
关键词
Noise; Timing; Estimation; Channel estimation; Attenuation; Synchronization; Optical receivers; Free-space optical (FSO) link; on-off keying (OOK); shot noise; Expectation-Conditional Maximization (ECM); timing estimation; channel estimation; MAXIMUM-LIKELIHOOD; PROBABILISTIC FUNCTIONS; SIGNAL-DETECTION; ALGORITHM; SYMBOL; LINKS;
D O I
10.1109/TCOMM.2024.3411778
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
We consider a free-space optical (FSO) communication system employing on-off keying (OOK) signaling in the presence of background radiation and intersymbol interference (ISI) arising as a consequence of a sampling clock offset. The receiver has no prior information about the instantaneous channel coefficient, and shot noise with signal-dependent power is inserted by the photodetector device. In such a harsh scenario, suitable estimates of the timing error, channel attenuation and noise parameters are needed for reliable data detection. In this work, we employ the Expectation-Maximization (EM) algorithm for the joint estimation of all the aforementioned parameters. In order to obtain a feasible scheme, the maximization step of the EM procedure is split into a sequence of simpler optimization tasks according to the Expectation-Conditional Maximization (ECM) principle. The resulting algorithm operates in a non-data-aided fashion using symbol-spaced samples, which is particularly advantageous in high-speed FSO communications where signal oversampling may require sophisticated hardware equipment. Computer simulations indicate that the accuracy of the proposed scheme is close to the relevant modified Cram & eacute;r-Rao bounds (MCRBs), which amounts to saying that no room is left for a further improvement of the system performance.
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页码:7842 / 7855
页数:14
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