A Novel Tracking Algorithm Based on Waveform Selection for Maneuvering Targets in Clutter

被引:0
|
作者
Huang, Jieyu [1 ]
Xie, Junwei [1 ]
Zhang, Haowei [1 ]
Li, Zhengjie [1 ]
Qi, Cheng [1 ]
机构
[1] Air Force Engn Univ, Air & Missile Def Coll, Xian 710051, Peoples R China
基金
中国国家自然科学基金;
关键词
Target tracking; Modified probabilistic data association filter; Square-root cubature Kalman filter; Fractional Fourier transform; Waveform scheduling; KALMAN FILTER; RADAR; PERFORMANCE; RANGE; STEP;
D O I
10.1007/s00034-024-02601-9
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
The cognition radar utilizes the dynamic waveform configuration to adapt to the environment to improve tracking performance. A novel tracking algorithm based on waveform selection is proposed to address the maneuvering aircraft tracking problem in clutter. Based on the modified current statistical (MCS) model, the modified probabilistic data association filter (MPDAF) is integrated with the square-root cubature Kalman filter (SCKF) to deal with the nonlinear measurement and the clutter. Additionally, the waveform library is established by applying the fractional Fourier transform (FRFT) to a base waveform, and a direct method is proposed to select the optimal waveform to minimize the posterior state error covariance matrix. The simulation results showed that, compared with the filters with the fixed waveform as well as the state-of-the-art algorithms, the proposed algorithm achieved higher estimation precision and lower track loss percentage while maintaining a low computational burden.
引用
收藏
页码:3160 / 3179
页数:20
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