论文:2022,Vol:40,Issue(1):103-109
引用本文:
李璞, 杨涛, 牟宏伟. 一种基于自适应抗差CKF算法的改进初始对准方法[J]. 西北工业大学学报
LI Pu, YANG Tao, MU Hongwei. An improved initial alignment method based on adaptive robust CKF algorithm[J]. Northwestern polytechnical university

一种基于自适应抗差CKF算法的改进初始对准方法
李璞1,2, 杨涛1, 牟宏伟2
1. 国防科技大学, 湖南 长沙 410073;
2. 中国运载火箭技术研究院, 北京 100076
摘要:
捷联惯导初始对准过程中存在大方位失准角的情况,需要通过建立非线性误差模型来对误差进行估计,因此对相应初始对准技术进行了研究。通过分析,构建捷联惯性导航系统和全球定位系统的精准非线性误差模型;基于自适应抗差理论对容积卡尔曼滤波(CKF)算法对随机干扰的统计特性以及观测粗差计算模型进行改进;设计相应的仿真评估测试和实物验证方法,试验结果证明提出的方法在初始对准中具有更强的滤波稳定性、更高的滤波估计精度和更短的算法收敛时间。
关键词:    大方位失准角    初始对准    非线性误差模型    自适应抗差CKF   
An improved initial alignment method based on adaptive robust CKF algorithm
LI Pu1,2, YANG Tao1, MU Hongwei2
1. National University of Defense Technology, Changsha 410073, China;
2. China Academy of Launch Vehicle Technology, Beijing 100076, China
Abstract:
When the misalignment angle is a large angle in the strapdown inertial navigation system (SINS), it is necessary to establish a nonlinear error model to estimate the error. Hence, an improved initial alignment method based on adaptive robust CKF algorithm is proposed in this paper. Firstly, based on the analysis results, SINS/GPS nonlinear error model is established. Secondly, in the view of observation gross errors and inaccurate noise statistical characteristics, adaptive robust CKF algorithm is designed. Finally, according to simulation analysis and experiment, adaptive robust CKF algorithm can augment the stability, improve filter estimation accuracy and convergence rate, which significantly improves the initial alignment ability of strapdown inertial navigation system at large azimuth misalignment angle.
Key words:    large azimuth misalignment    integrated alignment    nonlinear error model    adaptive robust CKF   
收稿日期: 2021-04-20     修回日期:
DOI: 10.1051/jnwpu/20224010103
通讯作者:     Email:
作者简介: 李璞(1982—),国防科技大学博士研究生,主要从事飞行器总体设计和惯导初始对准系统研究。e-mail:lipu_306@163.com
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参考文献:
[1] 高为广, 何海波, 陈金平. 自适应UKF算法及其在GPS/INS组合导航中的应用[J]. 北京理工大学学报, 2008, 28(6):505-509 GAO Weiguang, HE Haibo, CHEN Jinping. An adaptive UKF algorithm and its application for GPS/INS integrated navigation system[J]. Transations of Beijing Institute of Technology, 2008, 28(6):505-509(in Chinese)
[2] 周峰, 孟秀云. 基于自适应UKF算法的机载INS/GPS空中对准研究[J]. 系统工程与电子技术, 2010, 32(2):367-371 ZHOU Feng, MENG Xiuyun. In-flight alignment research for airborne INS/GPS based on adaptive unscented Kalman filter algorithm[J]. Systems Engineering and Electronics, 2010, 32(2):367-371(in Chinese)
[3] 杨波, 秦永元. 基于弹载IMU/GPS组合导航系统的动基座对准研究与仿真[J]. 计算机测量与控制, 2006, 14(4):505-507 YANG Bo, QIN Yongyuan. Research and simulation on the alignment of IMU/GPS integrated navigation system for shells on moving base[J]. Computer Measurement & Control, 2006, 14(4):505-507(in Chinese)
[4] 刘海鹏, 张科, 李恒年, 等. 捷联惯导系统大失准角下的初始对准研究[J]. 航空计算技术, 2012, 42(4):39-42 LIU Haipeng, ZHANG Ke, LI Hengnian, et al. Research on initial alignment of SINS with large misalignment angles[J]. Aeronautical Computing Technique, 2012, 42(4):39-42(in Chinese)
[5] 夏家和, 秦永元, 游金川. 摇摆状态下基于非线性误差模型的惯导对准研究[J]. 宇航学报, 2010, 31(2):410-415 XIA Jiahe, QIN Yongyuan, YOU Jinchuan. Nonlinear error model based alignment method for SINS on swing base[J]. Journal of Astronautics, 2010, 31(2):410-415(in Chinese)
[6] 郭泽, 缪玲娟. 基于KF/UKF组合滤波的SINS大方位失准角初始对准[J].宇航学报, 2014, 35(2):163-170 GUO Ze, MIAO Lingjuan. KF/UKF based SINS initila alignment under large azimuth misalignment angle[J]. Journal of Astronautics, 2014, 35(2):163-170(in Chinese)
[7] 陈记争, 袁建平, 方群. 基于修正Rodrigues参数和UKF的姿态估计算法[J]. 宇航学报, 2008, 29(5):1622-1626 CHEN Jizheng, YUAN Jianping, FANG Qun. Attitude estimation using modified Rodrigues parameters and UKF[J]. Journal of Astronautics, 2008, 29(5):1622-1626(in Chinese)
[8] JIANG Y F. Error analysis of analytic coarse alignment methods[J]. IEEE Trans on Aerospace and Electronic Systems, 1998, 34(1):334-337
[9] HAVLICEK M, FRISTON K J, JAN J, et al. Dynamic modeling of neuronal responses in fMRI using cubature Kalman filtering[J]. Neurolmage, 2011, 56(4):2109-2128
[10] HUANG Jianjun, ZHONG Jiali, JIANG Feng. A CKF based spatial alignment of radar and infrared sensors[C]//IEEE 10th International Conference on Signal Processing, 2010:2386-2390
[11] 龙瑞, 秦永元, 夏家和. CDKF在捷联惯导系统大失准角初始对准中的应用[J]. 西北工业大学学报, 2010, 28(3):364-368 LONG Rui, QIN Yongyuan, XIA Jiahe. Applying CDKF to initial alignment of SINS for large misalignment angles[J]. Journal of Northwestern Polytechnical University, 2010, 28(3):364-368(in Chinese)
[12] 向礼, 刘雨, 苏宝库. 基于QR分解的自适应差分滤波在SINS大方位失准角初始对准中的应用[J]. 宇航学报, 2010, 31(2):509-513 XIANG Li, LIU Yu, SU Baoku. A QR factorization-based adaptive divided difference filter for initial alignment of large azimuth misalignment of SINS[J]. Journal of Astronautics, 2010, 31(2):509-513(in Chinese)
[13] ZHOU Benchuan, CHENG Xianghong. Federated filtering algorithm based on fuzzy adaptive UKF for marine SINS/GPS/DVL integrated system[C]//Control and Decision Conference, 2010
[14] APARICIO A G, REINOSO O, PAYA L, et al. Assessing the influence in the parameters of a Rao-blackwellised particle filter to solve the SLAM problem[J]. IEEE Latin America Transactions, 2008, 6(1):18-27
[15] 郑佳华, 王宏力, 段小庆, 等. 自适应卡尔曼滤波在SINS静基座初始对准中的应用[J]. 电光与控制, 2008, 15(6):88-90 ZHENG Jiahua, WANG Hongli, DUAN Xiaoqing, et al. Application of adaptive Kalman filter in initial alignment of SINS on stationary base[J]. Electronics Optics & Control, 2008, 15(6):88-90(in Chinese)