Title :
A Trainingless WiFi Fingerprint Positioning Approach Over Mobile Devices
Author :
Bisio, Igor ; Cerruti, Matteo ; Lavagetto, Fabio ; Marchese, Mario ; Pastorino, Matteo ; Randazzo, Andrea ; Sciarrone, Andrea
Author_Institution :
Dept. of Electr., Electron., Telecommun. Eng., & Naval Archit., Univ. of Genoa, Genoa, Italy
Abstract :
Indoor localization of targets by using electromagnetic waves has attracted a lot of attention in the last few years. Thanks to the wide availability of electromagnetic sources deployed for various applications (e.g., WiFi), nowadays it is possible to perform this task by using low-cost mobile devices, such as smartphones. To this end, in order to achieve high positioning accuracy and reduce the computational resources used in the position estimation, fingerprinting approaches are usually employed. However, in this case, a time-consuming training phase, where a great number of measurements must be performed, is needed. In this letter, a novel approach, where the training data are obtained by means of finite-difference time-domain (FDTD) simulations of the electromagnetic propagation in the considered scenario, is presented. The performances of the method are assessed by means of experimental results in a real scenario.
Keywords :
electromagnetic wave propagation; mobile handsets; mobility management (mobile radio); smart phones; wireless LAN; FDTD; WiFi fingerprint positioning; computational resources; electromagnetic propagation; electromagnetic sources; electromagnetic waves; fingerprinting; finite-difference time-domain simulations; indoor target localization; mobile devices; position estimation; smartphones; Electric fields; Fingerprint recognition; Finite difference methods; IEEE 802.11 Standards; Three-dimensional displays; Time-domain analysis; Training; Electromagnetic propagation; fingerprinting; finite-difference time-domain method; indoor positioning;
Journal_Title :
Antennas and Wireless Propagation Letters, IEEE
DOI :
10.1109/LAWP.2014.2316973