用于室内定位的基于位置的指纹技术

K. I Gettapola, R. R. W. M. H. D Ranaweera, G. M. R. I Godaliyadda, M. N. F. Imara
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引用次数: 4

摘要

室内定位是一个新兴的研究领域,主要是因为它在提供基于位置的服务方面有着广泛的应用。对室内定位的需求主要是由于全球定位系统(GPS)在室内环境中不可行,室内环境中障碍物多,无视线。由于没有全球适用的精确方法,因此考虑到使用环境,采用了几种技术。在这些技术中,指纹识别为有障碍物的室内环境和包含严重多径信道的室内环境提供了一些有利的特性。我们的研究重点是确定可听声音在基于位置的指纹识别中的适用性,该指纹识别可以在非视线和多径波传播条件下的环境中增强,并且成本低且易于实现。这项研究是通过在受控环境中由固定源发射器产生的声信号来定位接收器的位置。首先,将环境划分为几个网格点,以生成包含位置数据的数据库。为了建立一个健壮的数据库,在每个网格点上获得了大量的实现。通过将接收端生成的签名特征向量与预先生成的数据库进行比较来估计位置。重点研究了如何选择合适的参数作为极短持续时间的声学信号的唯一特征,并探索了基于模型和非基于模型的最小误差定位方法。
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Location based fingerprinting techniques for indoor positioning
Indoor positioning is a popular and a novel researched area mainly in terms of its vast applications on providing location based services. The requirement for indoor positioning has mainly occurred due to the infeasibility of the Global Positioning System (GPS) in indoor environments which consisting of many obstacles and having non-line-of-sight. As there is no exact method applicable globally For indoor positioning, several techniques are employed considering the environments they are being used. Among these techniques, fingerprinting provides several propitious features for indoor environments having obstacles and contains severe multipath channels. Our focus of study is to identify the applicability of audible sound for location based fingerprinting which could be augmented in environments with non-line-of sight and multipath wave propagating conditions, with low cost and a simple implementable solution. The study was conducted to locate the position of a receiver, by an acoustic signal generated from a fixed source transmitter at a controlled environment. Initially, the environment is divided into several grid points in order to generate a database comprising the location data. A large number of realizations were obtained at each of the grid points in order to create a robust database. The location is estimated via comparison of the feature vector of signatures generated at the receiver, with the pre-generated database. More focus was given on selecting suitable parameters to be used as unique signatures of a given acoustic signal of very short duration and to explore model based and non-model based methods on determining the position with minimum error.
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