无线室内定位系统中参考节点的最佳放置

Supattra Aomumpai, Kittipob Kondee, C. Prommak, K. Kaemarungsi
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引用次数: 22

摘要

定位的准确性是任何室内定位系统成功的关键之一。这个性能指标受到参考节点(RNs)安装方式的影响。然而,现有的研究大多忽略了室内定位系统的最佳参考节点放置和高效系统设计问题。在本文中,我们提出了一种优化技术,可以用来优化参考节点的位置,提高定位性能。将参考节点布置的数学形式转化为二进制整数线性规划(BILP)问题,这是一种普遍应用于设施布置问题的有效方法。提出的公式旨在最小化室内定位系统中参考节点的数量并寻找其最优位置。本工作中的性能研究是基于文献中节点放置的仿真模型与我们优化得到的最优节点放置解的比较。结果表明,采用参考节点的优化布置,室内定位系统在90%的精度下可获得高达5米的精度。
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Optimal placement of reference nodes for wireless indoor positioning systems
Accuracy of location determination is one of the keys to success of any indoor positioning system. This performance metric is influenced by how reference nodes (RNs) are installed. However, most of existing research studies ignored the problem of optimal reference node placement and efficient system design for indoor positioning systems. In this paper, we propose an optimization technique that can be used to optimize the placements of reference nodes and improve the location determination performance. A mathematical formulation of reference node placement is developed as a Binary Integer Linear Programming (BILP) problem, which is an efficient approach generally applied in facility layout problems. The proposed formulation aims to minimize the number of reference nodes and search for their optimal locations in indoor positioning system. The performance study in this work is based on simulation model comparison of node placements found in the literature with the optimal node placement solutions obtained from our optimization. The results show that using optimal placement of reference nodes the indoor positioning systems can gain up to five meters of accuracy at 90% precision.
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