Title :
A passive WiFi source localization system based on fine-grained power-based trilateration
Author :
Zan Li ; Braun, Torsten ; Dimitrova, Desislava C.
Author_Institution :
Inst. of Comput. Sci. & Appl. Math., Univ. of Bern, Bern, Switzerland
Abstract :
Indoor localization systems become more interesting for researchers because of the attractiveness of business cases in various application fields. A WiFi-based passive localization system can provide user location information to third-party providers of positioning services. However, indoor localization techniques are prone to multipath and Non-Line Of Sight (NLOS) propagation, which lead to significant performance degradation. To overcome these problems, we provide a passive localization system for WiFi targets with several improved algorithms for localization. Through Software Defined Radio (SDR) techniques, we extract Channel Impulse Response (CIR) information at the physical layer. CIR is later adopted to mitigate the multipath fading problem. We propose to use a Nonlinear Regression (NLR) method to relate the filtered power information to propagation distances, which significantly improves the ranging accuracy compared to the commonly used log-distance path loss model. To mitigate the influence of ranging errors, a new trilateration algorithm is designed as well by combining Weighted Centroid and Constrained Weighted Least Square (WC-CWLS) algorithms. Experiment results show that our algorithm is robust against ranging errors and outperforms the linear least square algorithm and weighted centroid algorithm.
Keywords :
fading channels; indoor radio; interference suppression; least squares approximations; multipath channels; radiowave propagation; regression analysis; software radio; telecommunication power management; wireless LAN; CIR information extraction; NLR method; SDR technique; WC-CWLS algorithm; channel impulse response; fine-grained power-based trilateration; indoor localization system; linear least square algorithm; multipath fading problem mitigation; multipath propagation; nonline of sight propagation; nonlinear regression method; passive Wi-Fi source localization system; software defined radio technique; user location information; weighted centroid algorithm; weighted centroid and constrained weighted least square algorithm; Accuracy; Channel estimation; Distance measurement; Frequency-domain analysis; IEEE 802.11n Standard; OFDM; Receivers;
Conference_Titel :
World of Wireless, Mobile and Multimedia Networks (WoWMoM), 2015 IEEE 16th International Symposium on a
Conference_Location :
Boston, MA
DOI :
10.1109/WoWMoM.2015.7158147