Title :
Mobility improves LMI-based cooperative indoor localization
Author :
Xuyu Wang ; Hui Zhou ; Shiwen Mao ; Pandey, Santosh ; Agrawal, Prathima ; Bevly, David M.
Author_Institution :
Dept. of Electr. & Comput. Eng., Auburn Univ., Auburn, AL, USA
Abstract :
With the proliferation of mobile devices such as smartphones, an interesting problem is how to make use them to improve the accuracy of localization in indoor environments. In this paper, we develop a novel cooperative localization scheme exploiting mobility in the indoor environment. The problem is formulated as a semidefinite program (SDP) using Linear Matrix Inequality (LMI). With the proposed approach, mobile users utilize their top RSS measurements for distance estimation and to mitigate the the shadowing effect found in indoor environments. In addition, we utilize the estimated position for a user from the last time slot as a virtual access point (AP) to obtain the next position estimation, by utilizing the inertial measurement unit (IMU) data from smartphones. To better take advantage of the moving direction and velocity information provided by the smartphones, we next apply Kalman filter to further mitigate the errors in estimated positions. Simulation results confirm that both the mean error and variance can be effectively reduced by exploiting IMU data and Kalman filter.
Keywords :
Kalman filters; indoor environment; linear matrix inequalities; mathematical programming; mobile communication; mobility management (mobile radio); Kalman filter; LMI-based cooperative indoor localization; cooperative localization scheme; distance estimation; indoor environment; inertial measurement unit; linear matrix inequality; mobile devices; position estimation; semidefinite program; shadowing effect; virtual access point; Accuracy; Estimation; Indoor environments; Kalman filters; Mobile communication; Smart phones; Standards; Gaussian-Newton algorithm; Kalman filter; indoor localization; linear matrix inequality; mobility; received signal strength;
Conference_Titel :
Wireless Communications and Networking Conference (WCNC), 2015 IEEE
Conference_Location :
New Orleans, LA
DOI :
10.1109/WCNC.2015.7127811