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首页> 外文期刊>International Journal of Innovative Computing Information and Control >SIMPLE YET EFFECTIVE INTELLIGENT INDOOR POSITIONING SYSTEM
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SIMPLE YET EFFECTIVE INTELLIGENT INDOOR POSITIONING SYSTEM

机译:迄今仍有效的智能室内定位系统

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摘要

Seeing that GPS fails to function inside a building, indoor positioning system (IPS) has recently gained much attention in the field of rescue, medical application, public facilities, emerging indoor location based services, etc. This study proposes a novel strategy based on wireless sensor network (WSN) to achieve high positioning accuracy for moving entities. Firstly, radial basis function network (RBFN) model for indoor location estimation is constructed in an unknown environment. Secondly, owing to the shortcoming of locating instant received signal strength (RSS), we introduce the benefits of using the average RSS to reduce noise interference and exclude transient APs. In addition, we integrate ZigBee hardware to realize a set of convenient wireless IPS with comparatively low cost. Finally, in order to reach an optimal accuracy, we adopt multiple similar networks within the same environment. Experiments in this study have demonstrated effective enhancement of existing IPS accuracy with the average error as little as 2.8 meters 100% when compared with other approaches.
机译:鉴于GPS无法在建筑物内运行,室内定位系统(IPS)最近在救援,医疗应用,公共设施,新兴的基于室内定位的服务等领域受到了广泛关注。本研究提出了一种基于无线的新型策略传感器网络(WSN),以实现对移动实体的高定位精度。首先,在未知环境中建立了用于室内位置估计的径向基函数网络(RBFN)模型。其次,由于定位即时接收信号强度(RSS)的缺点,我们介绍了使用平均RSS来减少噪声干扰并排除瞬态AP的好处。此外,我们集成了ZigBee硬件,以较低的成本实现了一套便捷的无线IPS。最后,为了达到最佳精度,我们在同一环境中采用了多个相似的网络。实验研究表明,与其他方法相比,现有IPS精度可以有效提高,平均误差仅为2.8米100%。

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