Geometrical Optimization of A Novel Beacon Placement Strategy for 3D Indoor Localization

Ravi Sharma, Venkataramana Badarla
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引用次数: 9

Abstract

This paper presents a novel beacon placement strategy and its geometric evaluation for the accuracy of three dimensional (3D) indoor localization. The proposed method assumes the beacon placement domain to be a grid of candidate locations on the surface of ceilings and walls of target indoor geometry. The effect of error propagation due to the geometrical arrangement between anchor beacons and target devices is formulated as an optimization objective. A Mixed Integer Linear Programming (MILP) approach is used to minimize the required total beacon count, constrained by the resulting Geometric Dilution of Precision (GDoP) at each candidate device location. To demonstrate the effectiveness of the proposed technique, the surface placement is compared against the typical linear placement of beacons which considers a planar geometry between device and beacon locations. A resulting improvement in minimum achievable GDoP while keeping the same beacon count was reported for surface over linear beacon placement.
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一种新型室内三维定位信标放置策略的几何优化
提出了一种新的室内三维定位信标放置策略及其几何评价方法。该方法将信标放置域假设为目标室内几何形状的天花板和墙壁表面上的候选位置网格。将锚信标与目标装置之间的几何排列对误差传播的影响表述为优化目标。使用混合整数线性规划(MILP)方法来最小化所需的总信标计数,并受到每个候选设备位置的几何精度稀释(GDoP)的约束。为了证明所提出技术的有效性,将表面放置与典型的线性信标放置进行了比较,后者考虑了设备和信标位置之间的平面几何形状。据报道,在保持相同信标计数的情况下,在线性信标放置的表面上,最小可实现GDoP得到了改善。
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