Robust modified Newton algorithm for adaptive frequency estimation

被引:28
作者
Yang, Jian [1 ]
Xi, Hongsheng [1 ]
Guo, Wei [1 ]
机构
[1] Univ Sci & Technol China, Dept Automat, Lab Network Commun Syst & Control, Hefei 230027, Anhui, Peoples R China
关键词
frequency estimation; linear prediction; quasi-Newton method; real sinusoids;
D O I
10.1109/LSP.2007.903272
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
In this letter, we study the problem of adaptive retrieval of multiple sinusoids in white noise. The frequency estimation problem can be reformulated as an unconstrained optimization problem. From the proposed unconstrained cost function, a numerically robust and low complexity modified Newton algorithm is derived for tracking frequencies. A rigorous convergence analysis of the proposed algorithm by adopting Ljung's ordinary differential equation approach is presented. Simulation results show that the proposed adaptive frequency estimation algorithm. has fast convergence and excellent tracking capability in nonstationary environment.
引用
收藏
页码:879 / 882
页数:4
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