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Hard Decision-Based Cooperative Localization for Wireless Sensor Networks

机译:基于硬决策的无线传感器网络协作定位

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摘要

Reliable and accurate localization of objects is essential for many applications in wireless networks. Especially for large-scale wireless sensor networks (WSNs), both low cost and high accuracy are targets of the localization technology. However, some range-free methods cannot be combined with a cooperative method, because these range-free methods are characterized by low accuracy of distance estimation. To solve this problem, we propose a hard decision-based cooperative localization method. For distance estimation, an exponential distance calibration formula is derived to estimate distance. In the cooperative phase, the cooperative method is optimized by outlier constraints from neighboring anchors. Simulations are conducted to verify the effectiveness of the proposed method. The results show that localization accuracy is improved in different scenarios, while high node density or anchor density contributes to the localization. For large-scale WSNs, the hard decision-based cooperative localization is proved to be effective.
机译:对于无线网络中的许多应用而言,对象的可靠,准确的定位至关重要。特别是对于大规模无线传感器网络(WSN),低成本和高精度都是定位技术的目标。但是,某些无范围方法不能与协作方法结合使用,因为这些无范围方法的特征在于距离估计的准确性较低。为了解决这个问题,我们提出了一种基于硬决策的协同定位方法。对于距离估计,导出指数距离校准公式以估计距离。在协作阶段,通过相邻锚点的异常约束来优化协作方法。通过仿真验证了所提方法的有效性。结果表明,在不同情况下,定位精度都有所提高,而较高的节点密度或锚点密度有助于定位。对于大规模的无线传感器网络,基于硬决策的协作定位被证明是有效的。

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