Title :
Localization in wireless networks based on jointly compressed sensing
Author :
Nikitaki, Sofia ; Tsakalides, Panagiotis
Author_Institution :
Dept. of Comput. Sci., Univ. of Crete, Heraklion, Greece
fDate :
Aug. 29 2011-Sept. 2 2011
Abstract :
Location sensing is fundamental for supporting wireless communications services. This paper exploits the signal correlation structure observed in an indoor localization environment in order to provide accurate position estimation by means of a limited amount of signal-strength measurements. Because the mobile devices have limited processing power and battery capacity, the proposed received signal-strength localization protocol avoids putting on extra computational overhead on the mobile device by performing the position estimation at the Access Points (APs). Since the APs observe correlated signals from the mobile devices, the introduced method exploits the common structure of the received measurements in order to jointly estimate the positions precisely. The evaluation of the proposed protocol is performed on real laboratory data through experiments that quantify the impact of the system parameters on the location error.
Keywords :
compressed sensing; estimation theory; indoor radio; mobile handsets; protocols; radio direction-finding; radiotelemetry; sensor placement; wireless sensor networks; AP estimation; access point estimation; compressed sensing; computational overhead; indoor localization environment; mobile device; position estimation; received signal-strength localization protocol; signal correlation structure; signal-strength measurement; wireless communications service; wireless network localization; Compressed sensing; Joints; Mobile communication; Mobile handsets; Runtime; Signal to noise ratio; Vectors;
Conference_Titel :
Signal Processing Conference, 2011 19th European
Conference_Location :
Barcelona