Improved Square Root UKF Applying to Reentry Glide Target Tracking

被引:0
作者
Ye Z.-H. [1 ]
Bi H.-K. [1 ]
Tan X.-S. [1 ]
Qu Z.-G. [1 ]
Zhang Y.-L. [1 ]
Cheng Y. [1 ]
机构
[1] Air Force Early Warning Academy, Wuhan
来源
Yuhang Xuebao/Journal of Astronautics | 2019年 / 40卷 / 02期
关键词
Aerodynamic model; Near space; Spherical unscented transform; Square root UKF; Tracking;
D O I
10.3873/j.issn.1000-1328.2019.02.011
中图分类号
学科分类号
摘要
To improve the tracking problem of the hypersonic reentry glide targets in near space, an improved square root UKF filtering algorithm (ISR-UKF) based on the new aerodynamic model is proposed. Firstly, we improve the aerodynamic model. Secondly, based on the traditional square root UKF algorithm, we use the spherical unscented transform to calculate the weight coefficient and the sigma point. And we improve the decomposition method of the square root matrix. At the same time, to solve the problem that the singular value makes the filter invalid when the matrix inversion occurs, multiple stability factors are introduced in the covariance matrix update. Finally, the algorithm is compared with the ISR-UKF based on the traditional aerodynamic force, square root UKF based on the new aerodynamic force, and square root UKF based on the traditional aerodynamic force. The results show that the algorithm has good filtering performance, and can avoid the occurrence of the singular value problems. So it also has good reliability. © 2019, Editorial Dept. of JA. All right reserved.
引用
收藏
页码:215 / 222
页数:7
相关论文
共 16 条
  • [1] Huang W., Luo S.-B., Wang Z.-G., Key techniques and prospect of near-space Hypersonic vehicle, Journal of Astronautics, 31, 5, pp. 1259-1265, (2010)
  • [2] Wang W.Q., Near-space vehicle: Supply a gap between satellites and airplanes for remote sensing, IEEE Transactions on Aerospace and Electronic Systems Magazine, 26, 4, pp. 4-9, (2011)
  • [3] Liu Y., Zhang X.-Y., Wang G.-H., Et al., A new algorithm for tracking of hypersonic target in near space, Electronics Optics & Control, 23, 7, pp. 34-38, (2016)
  • [4] Li G.-H., Zhang H.-B., Tang J.-G., Typical trajectory characteristics of hypersonic glide vehicle, Journal of Astronautics, 36, 4, pp. 397-403, (2015)
  • [5] Shen Q.K., Jiang B., Cocquempot V., Fuzzy logic systems-based adaptive fault-tolerant control for near-space vehicle attitude dynamics with actuator faults, IEEE Transactions on Fuzzy Systems, 21, 2, pp. 289-300, (2013)
  • [6] Li L., Wang G.-H., Yu H.-B., Et al., A TBD algorithm for near space hypersonic target, Journal of Astronautics, 38, 4, pp. 420-427, (2017)
  • [7] Fesq L., Aljabri A., Anderson C., Et al., Spacecraft autonomy in the new millennium, Proc. of the Annual AAS Rocky Mountain Guidance and Control Conference, (1996)
  • [8] Zhao Y.-L., Gao X.-D., Qi Z.-F., Et al., Tracking for boost-glide missile based on aerodynamic model, Missiles and Space Vehicles, 5, pp. 24-29, (2010)
  • [9] Zhang K., Xiong J.-J., Han C.-Y., Et al., A tracking algorithm of hypersonic glide reentry vehicle via aerodynamic model, Journal of Astronautics, 38, 2, pp. 123-130, (2017)
  • [10] Lerro D., Bar-Shalom Y.K., Tracking with debiased consistent converted measurements versus EKF, IEEE Transactions on Aerospace and Electronics Systems, 29, 3, pp. 1015-1022, (1993)