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Accuracy of Range-Based Cooperative Positioning: A Lower Bound Analysis

机译:基于范围的协作定位的精度:下界分析

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摘要

Accurate location information is essential for mobile systems such as wireless sensor networks. A location-aware sensor network generally includes two types of nodes: Sensors whose locations to be determined and anchors whose locations are known a priori. For range-based cooperative positioning, sensors’ locations are deduced from anchor-to-sensor and sensor-to-sensor range measurements. Positioning accuracy depends on the network parameters such as network connectivity and size. This paper provides a generalized theory that quantitatively characterizes such a relation between network parameters and positioning accuracy. We use the average degree as a connectivity metric and use geometric dilution of precision (DOP) to quantify positioning accuracy. Under the assumption that nodes are randomly deployed, we prove a novel lower bound on expectation of average geometric DOP (LB-E-AGDOP) and derives a closed-form formula that relates LB-E-AGDOP to only three parameters: Average anchor degree, average sensor degree, and number of sensor nodes. The formula shows that positioning accuracy is approximately inversely proportional to the average degree, and a higher ratio of average anchor degree to average sensor degree yields better positioning accuracy. Furthermore, the paper shows a strong connection between LB-E-AGDOP and the best achievable accuracy. Finally, we demonstrate the theory via numerical simulations with three different random graph models.
机译:准确的位置信息对于无线传感器网络等移动系统至关重要。位置感知传感器网络通常包括两种类型的节点:待确定位置的传感器和先验已知其位置的锚点。对于基于距离的协同定位,传感器的位置是根据锚点到传感器和传感器到传感器的距离测量值得出的。定位精度取决于网络参数,例如网络连接性和大小。本文提供了一种广义的理论,定量地描述了网络参数和定位精度之间的这种关系。我们使用平均程度作为连通性指标,并使用精度的几何稀释(DOP)来量化定位精度。在节点随机部署的假设下,我们证明了对平均几何DOP(LB-E-AGDOP)的期望的新下界,并导出了将LB-E-AGDOP与仅三个参数相关联的闭合形式公式:平均锚定度,平均传感器度数和传感器节点数。该公式表明,定位精度大约与平均程度成反比,并且平均锚定程度与平均传感器程度的比率越高,定位精度越高。此外,本文显示了LB-E-AGDOP与最佳可达到精度之间的紧密联系。最后,我们通过使用三种不同的随机图模型进行数值模拟来论证该理论。

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