恒加速度接近导弹运动参数估计的Cramer-Rao下界

Peng Lv, Guohua Wei, W. Cui, Siliang Wu, Xu Wang
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引用次数: 0

摘要

运动参数估计在导弹性能评估中起着至关重要的作用。目前,分析该问题的一个基本假设是来袭导弹沿直线匀速运动。然而,在实际测量场景中,由于导弹推进剂耗尽或空气阻力,接近的导弹通常具有负加速度。因此,导弹通常不是在空间中以CV移动,而是以恒定的负加速度移动。在CV模型中,对接近导弹运动参数的Cramer-Rao下界进行了广泛的研究。然而,在恒加速度模型下,对接近导弹运动参数的临界载荷问题尚无研究。本文的目的是根据CA模型,在假定导弹运动的情况下,推导接近导弹运动参数的CRLB。通过与极大似然估计的方差比较,仿真验证了推导的正确性。本文的工作为现代高精度导弹运动参数测量误差分析提供了有力的理论依据,并为今后导弹运动参数测量系统的设计提供了指导。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Cramer-Rao lower bound for motion parameter estimation of an approaching missile with constant acceleration
Motion parameter estimation plays a crucial role in evaluating missile performance. At present, a basic assumption of the analyzing this problem is that the approaching missile moves with a constant velocity (CV) along a straight line. However, in realistic measurement scenarios, the approaching missile usually has a negative acceleration due to the depletion of missile propellant or the resistance to air. Therefore, the missile is not usually moving with CV in space, but rather moving with a constant negative acceleration. The research on the Cramer-Rao lower bounds (CRLB) of motion parameter of an approaching missile moves in the CV model is extensive. However, the CRLB of motion parameter of an approaching missile moves in the constant acceleration (CA) model has not been discussed until now. This paper aims to derive the CRLB of motion parameter of an approaching missile when the missile is assumed to move according to the CA model. The simulation verifies the correctness of our derivation by comparing with the variance of the maximum likelihood estimation. Our work provides a strong theoretical basis for modern high-precision missile motion parameter measurement error analysis and a guide for future missile motion parameter measurement system design.
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