Design of an Ultra-Tightly Coupled Integrated INS/GPS Navigation System Based on UPF

J. Ren, J. Zi, H. Y. Guan, J. Li
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引用次数: 1

Abstract

For the strong nonlinearity of ultra-tightly coupled INS/GPS navigation system, this paper present to use the unscented particle filter (UPF) for integration system. The nonlinear measurement equation can be constructed by including the second-order term in the Taylor series of the pseudorange measurements. At the same time, the UPF algorithm is simplified, which greatly reduces the computational complexity caused by a large number of UT transformations. The experimental results indicated that the UPF-based ultra-tight INS/GPS integration system can effectively overcome the nonlinear error, and has higher signal tracking performance and navigation performance in highly dynamic and strong interference environments.
基于UPF的INS/GPS超紧耦合集成导航系统设计
针对超紧密耦合惯导/GPS导航系统的强非线性特性,提出将无气味粒子滤波(UPF)应用于集成系统。非线性测量方程可以通过在伪距测量的泰勒级数中加入二阶项来构造。同时,对UPF算法进行了简化,大大降低了大量UT变换带来的计算复杂度。实验结果表明,基于upf的超紧密INS/GPS集成系统能有效克服非线性误差,在高动态、强干扰环境下具有较高的信号跟踪性能和导航性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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