基于混合度的新型培养卡尔曼滤波器

Yali Feng, Qingan Yang, Shiyuan Wang, Wenjie Zhang, Yunfei Zheng
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引用次数: 1

摘要

曲率卡尔曼滤波(CKF)中使用的曲率规则是球面规则和径向规则的结合。为了进一步提高计算效率和精度,本文引入了一种利用球面和径向规则混合度的新型CKF。仿真结果表明,该算法在精度和计算复杂度方面兼顾了传统三度CKF (CKF3)和五度CKF (CKF5)。此外,在一些非线性系统中,该算法优于CKF5算法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Novel cubature Kalman filters based on mixed degrees
The cubature rule used in the cubature Kalman filter (CKF) is a combination of the spherical rule and the radial rule. In order to further improve the computational efficiency and accuracy, we introduce a novel CKF in this paper by using the mixed degrees of spherical and radial rules. Simulation results show that the novel CKFs present the trade-off between the conventional third-degree CKF (CKF3) and the fifth-degree CKF (CKF5) from the respects of the accuracy and computational complexity. In addition, the novel CKF outperforms the CKF5 in some nonlinear systems.
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