Title :
Mobile indoor location based on fractional differentiation
Author :
Dakkak, Mustapha ; Nakib, Amir ; Daachi, Boubaker ; Siarry, Patrick ; Lemoine, Jacques
Author_Institution :
Lab. Images, Signaux et Syst. Intelligents, Univ. de Paris-Est Creteil, Créteil, France
Abstract :
While the static indoor location of a mobile terminal (MT) has been extensively studied on last decade, the prediction of the trajectory of a MT still is the major problem for building mobile location (tracking) systems (TSs). This problem is solved for outdoor TSs using global positioning system (GPS), however, it remains an essential obstacle to construct reliable indoor TSs. Different approaches were proposed in the literature, the most used is that based on prediction filters, such as linear filters (LF), Kalman filters (KF) and particle filters (PF). In this paper, we propose to enhance the performance of the predictors using digital fractional differentiation (DFD) to predict a MT trajectory. To illustrate the obtained results, three indoor trajectory scenarios inspired from real daily promenades are simulated (museum visit, hospital doctor walking and shopping in the market). Experimental results show a significant improvement of the performance of the classical predictors, particularly in noisy cases.
Keywords :
Global Positioning System; Kalman filters; indoor communication; mobility management (mobile radio); particle filtering (numerical methods); Kalman filters; building mobile location tracking systems; digital fractional differentiation; global positioning system; linear filters; mobile indoor location; mobile terminal; particle filters; prediction filters; static indoor location; Argon; Hospitals; Kalman filters; Mobile communication; Noise measurement; Reactive power; Trajectory; Digital fractional differentiation; Indoor location; Prediction filters; Tracking; Tracking system;
Conference_Titel :
Wireless Communications and Networking Conference (WCNC), 2012 IEEE
Conference_Location :
Shanghai
Print_ISBN :
978-1-4673-0436-8
DOI :
10.1109/WCNC.2012.6214119