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A Yaw-aided Interacting Multiple Model Tracking Algorithm

机译:偏航辅助的交互多模型跟踪算法

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Based on the analysis of correlation among three pose angles, the paper proposed a yaw-aided interacting multiple model tracking algorithm (YA1MM). Firstly, instant angular velocity of the target was estimated from yaw information. Then, applicable models were chosen from preparative model set based on fuzzy association method, and their model probabilities were also computed. At last, weighted sum of state estimations from all selected models was received as final state estimation. Comparing with IMM, YAIMM improves the adaptability of model set and reduces the computation of model probability, which shows that YAIMM has better precision and real-time performance.
机译:在分析三个姿态角之间的相关性的基础上,提出了一种偏航辅助的多模型交互跟踪算法(YA1MM)。首先,从偏航信息估计目标的瞬时角速度。然后,基于模糊关联法从制备模型集中选择适用模型,并计算其模型概率。最后,接收来自所有选定模型的状态估计值的加权总和作为最终状态估计值。与IMM相比,YAIMM提高了模型集的适应性,减少了模型概率的计算,表明YAIMM具有更好的精度和实时性。

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