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Topology Optimization of Wireless Localization Networks

机译:无线定位网络的拓扑优化

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This paper addresses topology optimization problem for an ultra wide band (UWB) localization network, where trilateration is used to obtain the target position based on its distances from fixed and known anchors. Our goal is to minimize the number of anchors needed to localize the target, while keeping the localization uncertainty lower than the given threshold in an area of arbitrary shape with obstacles. Our propagation model accounts for the presence of line of sight (LOS) between nodes, while geometric dilution of precision (GDoP) is used to express the localization error introduced by trilateration. We propose two integer linear programming formulations to solve the problem. To handle the problems of large sizes, we use the greedy placement with pruning heuristic. We test our solutions through simulation and show that the integer linear programming is appropriate to handle reasonably sized problems, and the heuristic achieves the results, in terms of the number of anchors placed, within less than 2% of optimum on average.
机译:本文解决了超宽带(UWB)本地化网络的拓扑优化问题,在该网络中,三边测量用于根据目标距固定锚点和已知锚点的距离来获取目标位置。我们的目标是最大程度地减少定位目标所需的锚点数量,同时在具有障碍物的任意形状区域中将定位不确定性保持在低于给定阈值的水平。我们的传播模型考虑了节点之间视线(LOS)的存在,而精度的几何稀释(GDoP)用于表示由三边测量法引入的定位误差。我们提出了两种整数线性规划公式来解决该问题。为了处理大尺寸的问题,我们使用带有启发式修剪的贪婪位置。我们通过仿真测试了我们的解决方案,结果表明整数线性规划适合处理大小合理的问题,并且启发式算法在锚点数量方面取得的结果平均不到最佳值的2%。

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