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A new patch and stitch algorithm for localization in wireless sensor networks

机译:一种用于无线传感器网络定位的新型补丁算法

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摘要

Patch and stitch is a technique used for localization in wireless sensor networks. It combines the accuracy of centralized schemes with the computational efficiency of distributed approaches. The network is partitioned into small overlapping patches, localized and finally merged to form a single global map. However, due to noisy distance measurements, ordinary merging may lead to wrong reflection of patches causing large localization error. In this paper, we present a new patch and stitch algorithm which improves the map construction as well as map stitching phase to increase the accuracy of the algorithm. In map construction phase, each node, along with two-hop neighbors builds a local map using Isomap. In stitching phase, maps are stitched to each other in an incremental style. To restrict error propagation (1). a core map with a highest node degree is selected, (2). a robustness criterion that employs flip detect and discard policy is used to ensure a flip resistant stitching and (3). once the absolute core map is formed estimated positions of anchors are replaced by their true positions. Simulation results show that the proposed algorithm enhances the reliability of the location estimates without compromising with the number of nodes localized considerably and thus outperforms the state-of-the-art methods.
机译:补丁和针脚是一种用于无线传感器网络中定位的技术。它结合了集中式方案的准确性和分布式方法的计算效率。网络被划分为小的重叠补丁,进行本地化并最终合并以形成单个全局地图。但是,由于噪声距离测量的原因,普通合并可能会导致小块反射错误,从而导致较大的定位误差。在本文中,我们提出了一种新的补丁和拼接算法,该算法改进了地图构造以及地图拼接阶段,从而提高了算法的准确性。在地图构建阶段,每个节点以及两跳邻居都使用Isomap构建本地地图。在缝合阶段,地图以增量样式彼此缝合。限制错误传播(1)。选择节点度最高的核心图(2)。采用翻转检测和丢弃策略的鲁棒性标准可确保抗翻转缝合和(3)。一旦形成了绝对核心图,锚的估计位置就被其真实位置所取代。仿真结果表明,该算法在不影响定位节点数量的前提下,提高了位置估计的可靠性,从而优于现有方法。

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