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Passive target tracking with intermittent measurement based on random finite set

机译:基于随机有限集的带间歇测量的被动目标跟踪

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In the tracking problem for the maritime radiation source by a passive sensor, there are three main difficulties, i.e., the poor observability of the radiation source, the detection uncertainty (false and missed detections) and the uncertainty of the target appearing/disappearing in the field of view. These difficulties can make the establishment or maintenance of the radiation source target track invalid. By incorporating the elevation information of the passive sensor into the automatic bearings-only tracking (BOT) and consolidating these uncertainties under the framework of random finite set (RFS), a novel approach for tracking maritime radiation source target with intermittent measurement was proposed. Under the RFS framework, the target state was represented as a set that can take on either an empty set or a singleton; meanwhile, the measurement uncertainty was modeled as a Bernoulli random finite set. Moreover, the elevation information of the sensor platform was introduced to ensure observability of passive measurements and obtain the unique target localization. Simulation experiments verify the validity of the proposed approach for tracking maritime radiation source and demonstrate the superiority of the proposed approach in comparison with the traditional integrated probabilistic data association (IPDA) method. The tracking performance under different conditions, particularly involving different existence probabilities and different appearance durations of the target, indicates that the method to solve our problem is robust and effective.
机译:在无源传感器对海上辐射源的跟踪问题中,存在三个主要困难,即辐射源的可观测性差,探测不确定性(错误和遗漏的探测)以及目标的不确定性出现/消失。视野。这些困难可能使辐射源目标轨道的建立或维护无效。通过将无源传感器的仰角信息纳入自动仅方位跟踪(BOT)并在随机有限集(RFS)框架下合并这些不确定性,提出了一种间歇测量海上辐射源目标的新方法。在RFS框架下,目标状态表示为可以采用空集或单例的集。同时,将测量不确定度建模为伯努利随机有限集。此外,引入了传感器平台的高程信息,以确保被动测量的可观察性并获得唯一的目标定位。仿真实验验证了该方法在海上辐射源跟踪中的有效性,并与传统的综合概率数据关联(IPDA)方法相比,证明了该方法的优越性。在不同条件下的跟踪性能,特别是涉及目标的不同存在概率和不同出现时间的跟踪性能,表明解决该问题的方法是鲁棒有效的。

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