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HYFI: Hybrid Floor Identification Based on Wireless Fingerprinting and Barometric Pressure
Author(s) -
Fang Zhao,
Haiyong Luo,
Xuqiang Zhao,
Zhibo Pang,
Hyuncheol Park
Publication year - 2017
Publication title -
ieee transactions on industrial informatics
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 2.496
H-Index - 135
eISSN - 1941-0050
pISSN - 1551-3203
DOI - 10.1109/tii.2015.2491264
Subject(s) - power, energy and industry applications , signal processing and analysis , computing and processing , communication, networking and broadcast technologies
Identifying different floors in multistory buildings is a very important task for precise indoor localization in industrial and commercial applications. The accuracy from existing studies is rather low, especially in multistory buildings with irregular structures such as hollow areas, which is common in various industrial and commercial sites. As a better solution, this paper proposes a hybrid floor identification (HYFI) algorithm, which exploits wireless access point (AP) distribution and barometric pressure information. It first extracts the distribution probability of APs scanned in different floors from offline training fingerprints and adopts Bayesian classification to accurately identify floor in well-partitioned zones without hollow areas. The floor information obtained from wireless AP distribution is then used to initialize and calibrate barometric pressure-based floor identification to compensate variable environmental effects. Extensive experiments confirm that the HYFI approach significantly outperforms purely wireless fingerprinting-based or purely barometric pressure-based floor identification approaches. In our field tests in multistory facilities with irregular hollow areas, it can identify the floor level with more than 96.1% accuracy.

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