The Impact of Access Points Placement on Indoor Positioning Systems: A Probability-Based Approach

Ahmed A. F. Youssef, P. E. Abi-Char
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引用次数: 0

Abstract

In indoor positioning system, the user’s location is estimated based on user fingerprints database collected. The received signal from a user at a certain location is compared with all database entries and the best match is selected as the correct estimation. For a given number of access points (APs), optimizing the locations of APs can significantly improve the performance of user location estimation. In this work, the probability of correct estimation is analyzed based on APs location. Both analytical expressions and numerical results are presented and discussed. It has been shown that the probability of correct estimation is highly affected by the APs locations. Furthermore, a new technique is proposed to remarkably reduce the search-cost when comparing a received user signal to the data-base. The performance of the system is analyzed considering different APs locations, different user locations, and different noise variances. It is shown that user’s location estimation is significantly improved when compared to existing techniques.
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接入点放置对室内定位系统的影响:基于概率的方法
在室内定位系统中,基于采集到的用户指纹数据库来估计用户的位置。将接收到的用户在某一位置的信号与所有数据库条目进行比较,选择最佳匹配作为正确的估计。对于给定数量的接入点(ap),优化ap的位置可以显著提高用户位置估计的性能。在本工作中,分析了基于ap位置的正确估计概率。给出了解析表达式和数值结果,并进行了讨论。研究表明,正确估计的概率受ap位置的影响很大。在此基础上,提出了一种新的方法,在对接收到的用户信号与数据库进行比较时,显著降低了搜索成本。考虑不同ap位置、不同用户位置和不同噪声方差对系统性能进行了分析。结果表明,与现有技术相比,该方法显著提高了用户的位置估计。
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