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A MIXED KALMAN/ H_∞ FILTERING APPROACH FOR AUGMENTED PROPORTIONAL NAVIGATION GUIDANCE

机译:比例比例导航制导的混合卡尔曼/H_∞滤波方法

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The Augmented Proportional Navigation (APN) guidance approach is widely used for autonomous terminal-phase guidance in space missions, maneuvering targets interceptions and robotic operations. The aim of this paper is to present an alternative filtering method for the APN guidance. There are two particular aspects analyzed in the proposed approach. The first one is to use a model with state-dependent noise for the filter design. This is motivated by the fact that some of the measurements used for filtering are corrupted both with additive and multiplicative white noises (for instance the range between the interceptor and the target). The second particularity is the design of a mixed Kalmanl H_∞ filter corresponding to the class of models with state-dependent noise considered for the APN guidance problem. The reason of imposing a certain H_∞ norm level of attenuation for the state estimation error is the requirement of accurate knowledge of the noises statistics in the case of Kalman filtering. Moreover, the proposed mixed Kalman/ H_∞ filter provides good filtering performance in the situations when the unknown target maneuvers are generated either by stochastic or by deterministic exogenous inputs. The proposed filtering procedure is illustrated by numerical simulations.
机译:增强比例导航(APN)制导方法广泛用于太空任务,机动目标拦截和机器人操作的自主终端阶段制导。本文的目的是提出一种用于APN制导的替代滤波方法。在提出的方法中分析了两个特定方面。第一个是将具有状态相关噪声的模型用于滤波器设计。这是由于以下事实而引起的:用于滤波的某些测量同时受到加性和乘性白噪声(例如,拦截器与目标之间的距离)的破坏。第二个特殊性是一个混合卡尔曼H_∞滤波器的设计,该滤波器对应于考虑到APN制导问题的具有状态相关噪声的模型类别。对状态估计误差施加一定的H_∞范数衰减的原因是,在卡尔曼滤波的情况下,需要准确了解噪声统计信息。此外,在由随机或确定性外生输入生成未知目标操纵的情况下,提出的混合Kalman /H_∞滤波器提供了良好的滤波性能。数值模拟说明了所提出的滤波过程。

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