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作 者:夏书涵 范军芳 纪毅 王伟[2] 陈仕伟 马乾才 Xia Shuhan;Fan Junfang;Ji Yi;Wang Wei;Chen Shiwei;Ma Qiancai(School of Automation,Beijing Information Science and Technology University,Beijing 100192,China;School of Aerospace Engineering,Beijing Institute of Technology,Beijing 100081,China;Xi’an Modern Control Technology Research Institute,Xi’an 710065,China)
机构地区:[1]北京信息科技大学自动化学院,北京100192 [2]北京理工大学宇航学院,北京100081 [3]西安现代控制技术研究所,西安710065
出 处:《航空兵器》2024年第4期86-92,共7页Aero Weaponry
基 金:国家自然科学基金项目(52402442,52272358);国家重点研发计划(2020YFC1511705);北京市属高等学校高水平科研创新团队建设支持计划项目(BPHR20220123);北京市科协青年人才托举工程(BYESS2023310)。
摘 要:针对捷联旋转弹输出的视线角速率与姿态误差强耦合的问题,提出一种基于自适应渐消容积卡尔曼滤波(AFCKF)的方法。为实现弹目视线角速率的解耦,考虑弹目相对运动特性,构建包含末制导段视线角速率估计模型的状态模型,并根据几何关系建立了包含弹目视线角和姿态角的量测模型。为解决旋转弹下传统CKF视线角速率估计结果的发散导致滤波失效,引入基于残差序列的渐消因子对预测状态协方差进行调节以快速收敛估计结果。为验证AFCKF的有效性,考虑姿态角和量测角的典型干扰。仿真结果表明,所提方法的视线高低角速率估计误差均值、方位角速率估计误差均值分别为传统EKF的30.41%和42.18%,有效提升了旋转弹视线角速率估计的精度。In response to the strong coupling between line-of-sight angular rate and attitude error in the output of the strapdown rotating projectile,a method based on adaptive fading volume covariance Kalman filtering(AFCKF)is proposed.To achieve the decoupling of line-of-sight angular rate,the relative motion characteristics of missile and target are considered.A state model is constructed,which includes an estimation model of line-of-sight angular rate in the terminal guidance phase,and a measurement model including line-of-sight angle and attitude angular is established based on geometric relationships.To solve the problem of filter failure caused by the divergence of the line-of-sight angular rate estimation results in traditional CKF for rotating projectile,a fading factor based on residual sequence is introduced to adjust the predicted state covariance for quick convergence of the estimation results.To verify the effectiveness of AFCKF,typical interferences of attitude angle and measurement angle are considered.Simulation results show that the mean estimation errors of line-of-sight elevation rate and azimuth rate of the proposed method are 30.41%and 42.18%of the traditional EKF,respectively,effectively improving the accuracy of line-of-sight angular rate estimation for rotating projectil.
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