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Efficient design of indoor positioning systems based on location fingerprinting

机译:基于位置指纹的室内定位系统的高效设计

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This paper presents results of systematic study to improve designing of indoor positioning systems based on location fingerprinting technique. Thus far, researchers have been focusing on improving this type of positioning systems by arbitrarily selecting one of available pattern classification techniques. On the contrary, this study suggests a modeling framework which can be used as a tool to efficiently design such systems. Using the proposed framework, this paper quantifies accuracy and precision improvement resulted from adjusting system parameters. Consequentially, deployment and performance tuning time which is the most time-consuming process of the fingerprinting technique can be reduced. A system model based on proposed framework is validated with a prototype in which both model and prototype utilize simple Euclidean distance as a technique for location determination.
机译:本文提出了系统研究的结果,以改进基于位置指纹技术的室内定位系统的设计。迄今为止,研究人员一直在通过任意选择一种可用的模式分类技术来致力于改进这种类型的定位系统。相反,这项研究提出了一个建模框架,可以用作有效设计此类系统的工具。使用提出的框架,本文量化了由于调整系统参数而导致的精度和精度提高。因此,可以减少指纹识别技术最耗时的部署和性能调整时间。用原型验证了基于提出的框架的系统模型,其中模型和原型都利用简单的欧几里德距离作为确定位置的技术。

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