Improved Doppler Shift Estimation Algorithm for Down-Link Signals of Space-Based AIS

被引:1
|
作者
Wang, Junfeng [1 ]
Cui, Yue [2 ]
Han, Guangjie [3 ,4 ]
Sun, Haixin [5 ]
Guizani, Mohsen [6 ,7 ]
机构
[1] Tianjin Univ Technol, Sch Integrated Circuit Sci & Engn, Tianjin 300384, Peoples R China
[2] Tianjin Normal Univ, Coll Comp & Informat Engn, Tianjin 300387, Peoples R China
[3] Hohai Univ, Coll Internet Things Engn, Changzhou 213022, Peoples R China
[4] Chinese Acad Sci, Inst Acoust, State Key Lab Acoust, Beijing 100190, Peoples R China
[5] Xiamen Univ, Sch Informat, Xiamen 361005, Peoples R China
[6] Qatar Univ, Dept Comp Sci, Doha 2713, Qatar
[7] Qatar Univ, Coll Engn, Doha 2713, Qatar
基金
中国国家自然科学基金;
关键词
Doppler shift; Artificial intelligence; Estimation; Signal to noise ratio; Computational modeling; Rician channels; Complexity theory; space-based AIS; down-link signal; Rice factor; FREQUENCY OFFSET ESTIMATION; SATELLITE;
D O I
10.1109/TVT.2021.3104329
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
As an enhanced system for marine monitoring and autonomous navigation, the space-based automatic identification system (AIS) has attracted extensive attention and become a hot topic for research. However, it encounters the problem of Doppler shift stemmed from the relative motion between satellites and ships, which leads to performance degradation. To circumvent this issue, in this correspondence, we propose an improved Doppler shift estimation algorithm for down-link signals of space-based AIS, utilizing the calculation of the autocorrelation and ratio on the Rice factor. Specifically, the addressed method is robust to the non-Gaussian noise. Further, the suggested approach has low complexity compared with the existing algorithm. Finally, numerical simulations, such as the standard deviation of the estimated Doppler shift versus signal-to-noise ratio, Rice factor and non-Gaussian noise, and the complexity comparisons, are carried out to validate the theoretical analysis, and demonstrate the superior performance of the proposed estimation approach.
引用
收藏
页码:11028 / 11032
页数:5
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