Accurate Sinusoidal Frequency Estimation Algorithm for Internet of Things Based on Phase Angle Interpolation Using Frequency Shift

被引:2
|
作者
Cheng, Minglong [1 ]
Jia, Guoqing [1 ]
Fang, Weidong [2 ,3 ,4 ]
Yi, Huiyue [2 ,4 ]
Zhang, Wuxiong [2 ,3 ,4 ]
机构
[1] Qinghai Minzu Univ, Coll Phys & Elect Informat Engn, Xining 810007, Peoples R China
[2] Chinese Acad Sci, Shanghai Inst Microsyst & Informat Technol, Sci & Technol Microsyst Lab, Shanghai 201800, Peoples R China
[3] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[4] Shanghai Res & Dev Ctr Micronano Elect, Shanghai 200120, Peoples R China
来源
APPLIED SCIENCES-BASEL | 2022年 / 12卷 / 12期
关键词
frequency estimation; phase angle interpolation; frequency shift; Cramer-Rao lower bound; EFFICIENT; SIGNAL;
D O I
10.3390/app12126232
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Frequency estimation of a sinusoidal signal is a fundamental problem in signal processing for the Internet of Things. The frequency interpolation estimation algorithm based on the fast Fourier transform is susceptible to being disturbed by noise, which leads to estimation error. In order to improve the accuracy of frequency estimation, an improved Rife frequency estimation algorithm based on phase angle interpolation is proposed in this paper, namely the PAI-Rife algorithm. We changed the existing frequency deviation factor of the Rife algorithm using phase angle interpolation. Then, by setting the frequency shift threshold, the frequency that is not within the threshold range is shifted to the optimal estimation space. The simulation results show that the proposed algorithm has a wider valid estimation range, and the estimated standard deviation is closer to the Cramer-Rao lower bound. Compared with the Rife algorithm and some recently proposed advanced algorithms, the proposed algorithm has less computational complexity, lower misjudgment rate, and more stable performance.
引用
收藏
页数:17
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