基于准蒙特卡罗滤波的弹道目标跟踪

Hui Zhang, Chongzhao Han, Xiao Wang
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引用次数: 0

摘要

针对弹道目标再入阶段的跟踪问题,提出了一种新的序列拟蒙特卡罗滤波算法。新算法的核心思想是将数论抽样方法应用于SQMC。由分圈场生成的均匀分布点集可以在单位立方体中构造出更均匀的散点。因此,均匀分布的点集生成的随机样本可以充分描述后验概率密度函数(PDF)。仿真结果表明,与基于Halton序列的SMC、SQMC相比,所提出的滤波算法在跟踪精度方面具有更好的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Ballistic target tracking based on quasi-Monte Carlo filtering
In this paper, we propose a new sequential quasi-Monte Carlo (SQMC) filtering algorithm for ballistic target tracking in the reentry phase. The central idea of the new algorithm is to apply number theoretic sampling method to SQMC. The point set of uniform distribution generated by cyclotomic field can construct more uniform scattered points in unit cube. Therefore, random samples generated by the point set of uniform distribution can adequately describe the posterior probability density function (PDF). Simulation results show that the proposed filtering algorithm provides better performance in tracking accuracy when compared to SMC, SQMC using Halton sequence.
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