Address-Based Crowdsourcing Radio Map Construction for Wi-Fi Positioning Systems

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A radio map is a collection of fingerprints and collected location information. To build more accurate Wi-Fi positioning system (WPS), a more precise radio map should be prepared in advance. Despite GPS signals are usually unreachable in most indoor venues, GPS signals are commonly used as reference locations to tag the collected fingerprints. As a result, WPS has not been able to achieve high performance in accuracy indoors, even if the place is rich in Wi-Fi signals. This paper introduces a novel method to construct a radio map without any use of GPS signals. Users' home or office address is used instead to tag the locations of collected Wi-Fi signals. Since the method utilizes Wi-Fi signals collected indoors, a more precise radio map construction is possible. For evaluation, we tested the method at four deliberately selected residential and downtown areas in Daejeon and Seoul, Korea. Once the data collection rate rises above 50%, the average error distance was within 10m or less. This indicates that address-based crowdsourcing radio map construction can be an effective means to construct global-scale but precise radio maps at low cost.
Publisher
Institute of Electrical and Electronics Engineers Inc.
Issue Date
2014-10-28
Language
English
Citation

5th International Conference on Indoor Positioning and Indoor Navigation, IPIN 2014, pp.58 - 67

ISSN
2162-7347
DOI
10.1109/IPIN.2014.7275468
URI
http://hdl.handle.net/10203/204607
Appears in Collection
CS-Conference Papers(학술회의논문)EE-Conference Papers(학술회의논문)
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