Accurate WiFi Based Localization for Smartphones Using Peer Assistance
Title | Accurate WiFi Based Localization for Smartphones Using Peer Assistance |
Publication Type | Journal Article |
Year of Publication | 2014 |
Authors | Hongbo Liu, Jie Yang, Sidhom, S., Yan Wang, YingYing Chen, Fan Ye |
Journal | Mobile Computing, IEEE Transactions on |
Volume | 13 |
Pagination | 2199-2214 |
Date Published | Oct |
ISSN | 1536-1233 |
Keywords | Accuracy, acoustic ranging estimates, Acoustics, battery lifetime, Distance measurement, IEEE 802.11 Standards, indoor localization, indoor radio, location based features, Peer Assisted Localization, peer assisted localization approach, peer phones, radionavigation, Servers, smart phones, smartphone, Testing, WiFi based localization method, WiFi fingerprint localization, WiFi signature map, wireless LAN |
Abstract | Highly accurate indoor localization of smartphones is critical to enable novel location based features for users and businesses. In this paper, we first conduct an empirical investigation of the suitability of WiFi localization for this purpose. We find that although reasonable accuracy can be achieved, significant errors (e.g., 6 8m) always exist. The root cause is the existence of distinct locations with similar signatures, which is a fundamental limit of pure WiFi-based methods. Inspired by high densities of smartphones in public spaces, we propose a peer assisted localization approach to eliminate such large errors. It obtains accurate acoustic ranging estimates among peer phones, then maps their locations jointly against WiFi signature map subjecting to ranging constraints. We devise techniques for fast acoustic ranging among multiple phones and build a prototype. Experiments show that it can reduce the maximum and 80-percentile errors to as small as 2m and 1m, in time no longer than the original WiFi scanning, with negligible impact on battery lifetime. |
DOI | 10.1109/TMC.2013.140 |
Citation Key | 6648328 |
- peer assisted localization approach
- wireless LAN
- WiFi signature map
- WiFi fingerprint localization
- WiFi based localization method
- testing
- smartphone
- smart phones
- Servers
- radionavigation
- peer phones
- Accuracy
- Peer Assisted Localization
- location based features
- indoor radio
- indoor localization
- IEEE 802.11 Standards
- Distance measurement
- battery lifetime
- Acoustics
- acoustic ranging estimates