Title :
WiFi-Based Indoor Line-of-Sight Identification
Author :
Zimu Zhou ; Zheng Yang ; Chenshu Wu ; Longfei Shangguan ; Haibin Cai ; Yunhao Liu ; Ni, Lionel M.
Author_Institution :
Dept. of Comput. Sci. & Eng., Hong Kong Univ. of Sci. & Technol., Kowloon, China
Abstract :
Wireless LANs, particularly WiFi, have been pervasively deployed and have fostered myriad wireless communication services and ubiquitous computing applications. A primary concern in designing these applications is to combat harsh indoor propagation environments, particularly Non-Line-Of-Sight (NLOS) propagation. The ability to identify the existence of the Line-Of-Sight (LOS) path acts as a key enabler for adaptive communication, cognitive radios, and robust localization. Enabling such capability on commodity WiFi infrastructure, however, is prohibitive due to the coarse multipath resolution with MAC-layer received signal strength. In this paper, we propose two PHY-layer channel-statistics-based features from both the time and frequency domains. To further break away from the intrinsic bandwidth limit of WiFi, we extend to the spatial domain and harness natural mobility to magnify the randomness of NLOS paths while retaining the deterministic nature of the LOS component. We propose LiFi, a statistical LOS identification scheme with commodity WiFi infrastructure, and evaluate it in typical indoor environments covering an area of 1500 m 2. Experimental results demonstrate that LiFi achieves an overall LOS detection rate of 90.42% with a false alarm rate of 9.34% for the temporal feature and an overall LOS detection rate of 93.09% with a false alarm rate of 7.29% for the spectral feature.
Keywords :
RSSI; access protocols; cognitive radio; indoor radio; mobility management (mobile radio); multipath channels; radiowave propagation; statistical analysis; ubiquitous computing; wireless LAN; wireless channels; LOS path; MAC-layer received signal strength; NLOS propagation; PHY-layer channel-statistics-based features; WiFi-based indoor line-of-sight identification; adaptive communication; coarse multipath resolution; cognitive radios; commodity WiFi infrastructure; false alarm rate; frequency domain; harsh indoor propagation environments; intrinsic bandwidth limit; myriad wireless communication services; natural mobility; non line-of-sight propagation; overall LOS detection rate; robust localization; spatial domain; statistical LOS identification scheme; time domain; ubiquitous computing applications; wireless LAN; Bandwidth; Delays; Feature extraction; IEEE 802.11 Standards; Mobile communication; Performance evaluation; Wireless communication; Communication technology; wireless communication; wireless networks;
Journal_Title :
Wireless Communications, IEEE Transactions on
DOI :
10.1109/TWC.2015.2448540