一种参数化wifi指纹数据库构建方法

Tian Sun, Ao Peng, Biyu Tang, Lingxiang Zheng, Hao Li, G. Ou
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引用次数: 1

摘要

在Wi-Fi指纹定位系统中,良好的定位精度需要准确的指纹数据库,但采集准确的指纹需要耗费大量的人力。因此,Wi-Fi定位中指纹库的采集、校准和维护一直是研究热点之一。本文提出了一种参数化指纹构建系统,以获得准确的指纹数据库,指纹的采集和定期维护相对高效。该方案利用实际环境中采集到的Wi-Fi信号,结合无线信号传播理论对感兴趣区域内的ap进行建模,采用最小二乘拟合方法构建与周围环境相匹配的指纹数据库。最后,在厦门大学海云教学楼进行了实验。与原始指纹相比,优化后的指纹定位精度提高了48%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A parameterized wifi fingerprint database construction method
In Wi-Fi fingerprinting localization system, good positioning accuracy requires accurate fingerprint database, but too much heavy labor was involved in the collection of accurate fingerprint. Therefore, the collection, calibration and maintenance of fingerprint database in Wi-Fi positioning has always been one of the research hotspots. In this paper, a parameterized fingerprint construction system is proposed to obtain an accurate fingerprint database, and the collection and periodic maintenance of fingerprints is relatively efficient. In the proposed scheme, Wi-Fi signal collected in actual environment and wireless signal propagation theory is used to model APs in the interested area by using the least squares fitting method to construct a fingerprint database which matches the surrounding environment. At the end of the paper, an experiment was carried out at Haiyun teaching building of Xiamen University. Compared with the original fingerprints, the positioning accuracy of optimized fingerprints obtained by the proposed scheme is improved by 48%.
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