Asynchronous Ambient Backscatter Communication Systems: Joint Timing Offset and Channel Estimation

被引:1
|
作者
Abdallah, Saeed [1 ]
Salameh, Ahmed I. [2 ]
Saad, Mohamed [3 ]
Albreem, Mahmoud A. [1 ]
机构
[1] Univ Sharjah, Dept Elect Engn, Sharjah, U Arab Emirates
[2] Concordia Univ, Dept Elect & Comp Engn, Montreal H3G 1M8, PQ, Canada
[3] Univ Sharjah, Dept Comp Engn, Sharjah, U Arab Emirates
关键词
Channel estimation; Maximum likelihood estimation; Backscatter; Radio frequency; Synchronization; Filters; Receivers; Ambient backscatter communication; channel estimation; Cramer-Rao bound; expectation-maximization; maximum-likelihood; synchronization; NETWORKS; BOUNDS; 5G;
D O I
10.1109/TCOMM.2024.3383105
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
Ambient backscatter communication (AmBC) has attracted attention as an enabling technology for green device-to-device (D2D) communication for the next generation of Internet-of-Things (IoT) networks. Most existing works assume that the signals of the source and the backscattering device (BD) are perfectly synchronized at the reader. Perfect synchronization is not feasible in practice, and the timing offset between the two signals can significantly degrade the performance of the reader's receiver. In this work, we consider an asynchronous AmBC system and solve the problem of joint timing offset and channel estimation at the reader. Assuming generic Nyquist pulse-shaping filters, we develop a pilot-based maximum likelihood (ML) estimator, as well as a semi-blind estimator using the expectation maximization (EM) algorithm. For the special case of the rectangular pulse, we also derive the corresponding ML and EM estimators, and an approximate low-complexity EM (LCEM) algorithm. As theoretical benchmarks, we obtain the Cramer-Rao-bound (CRB) for pilot-based estimation, while for semi-blind estimation the modified CRB (MCRB) is obtained. The performance of the proposed algorithms is investigated using simulations, showing that both the ML and EM approach their corresponding CRBs, and that the EM-type algorithms provide superior estimation and detection accuracy, at the expense of higher complexity.
引用
收藏
页码:5365 / 5379
页数:15
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