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Multiple moving targets tracking from sensor scheduling perspective

机译:从传感器调度透视跟踪多个移动目标

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This paper investigates the problem of tracking multiple moving targets by an ultrasonic location system with an active architecture. It is assumed that several moving targets are on the plane and may interfere with each other if they chirp simultaneously. Extended Kalman filters to estimate the positions of all moving targets are run in a centralized computer based on intermittently available distance measurement from the reference nodes. A myopic scheduling scheme together with a grouping approach are proposed to improve tracking accuracy and avoid interference. Two metric functions are used in myopic scheduling, namely, MEE and MAED. The simulations show that MEE may cause over-partiality which leads to bad tracking accuracy for some targets, and MAED can effectively eliminate such over-partiality. Myopic scheduling schemes with both MEE and MAED are realized on the Cricket platform based on active architecture. The experiment results show that active architecture results in better tracking performance than passive architecture for tracking a small number of moving targets. Also, it is shown that in active architecture myopic schemes with both MEE and MAED have better tracking performance than a periodic scheme.
机译:本文研究了具有主动架构的超声定位系统跟踪多个移动目标的问题。假设若干移动目标位于平面上,并且如果它们同时啁啾,则可以彼此干扰。扩展卡尔曼滤波器来估计所有移动目标的位置基于来自参考节点的间歇性可用距离测量,在集中式计算机中运行。提出了一种近视调度方案以及分组方法,以提高跟踪精度并避免干扰。在近视调度中使用了两个度量函数,即mee和maed。模拟表明,MEE可能导致过偏见,这导致某些目标的跟踪准确性不良,并且MAED可以有效地消除这种过偏见。基于主动架构的板球平台,在蟋蟀平台上实现了与Mee和Maed的近视调度方案。实验结果表明,主动架构导致更好的跟踪性能而不是被动架构跟踪少量移动目标。此外,表明,在主动建筑中,MEE和MAED的近视示例具有比定期方案更好的跟踪性能。

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