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首页> 外文期刊>IEEE Transactions on Signal Processing >Cooperative Simultaneous Localization and Mapping by Exploiting Multipath Propagation
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Cooperative Simultaneous Localization and Mapping by Exploiting Multipath Propagation

机译:利用多径传播进行协作式同时定位和制图

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摘要

An affordable and reliable indoor positioning is a highly needed service. Moreover, maps of the indoor environment are vital to many applications. In this paper, a method for joint localization and mapping using multipath delay estimates is developed. Required high-resolution estimates of multipath delays may be obtained using radio frequency or acoustic measurements among a set of nodes in a network. In this paper, the problem is modeled in two-dimensional space with arbitrary node configuration and assuming a convex polygonal room shape. Joint localization and mapping is formulated as an optimization problem. It is subdivided and relaxed into two convex subproblems, which can be solved in an alternating manner. A method for data association and a low-complexity mapping algorithm stemming from Hough transform are proposed. Both the estimation performance and identifiability of the indoor localization problem are improved. Moreover, a basic map of the propagation environment is produced.
机译:负担得起且可靠的室内定位是一项迫切需要的服务。此外,室内环境的地图对于许多应用至关重要。本文提出了一种使用多径时延估计进行联合定位和制图的方法。可以使用网络中一组节点之间的射频或声学测量来获得所需的多径延迟高分辨率估计。在本文中,该问题是在具有任意节点配置的二维空间中建模的,并假设其为凸多边形房间形状。联合定位和映射被表述为优化问题。它被细分并放松成两个凸子问题,可以交替解决。提出了一种基于霍夫变换的数据关联方法和低复杂度映射算法。室内定位问题的估计性能和可识别性均得到改善。此外,生成了传播环境的基本图。

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