Title :
Post-processing of Fingerprint Localization using Kalman Filter and Map-matching Techniques
Author :
Takenga, Claude ; Peng, Tao ; Kyamakya, Kyandoghere
Author_Institution :
Inst. of Commun. Eng., Leibniz Univ., Hannover
Abstract :
Most of the available positioning technologies have limitations in either accuracy of absolute position (cellular localization), accumulated error (dead reckoning techniques) or availability of the signal (GPS). This paper describes the features of post-processing algorithms performed to improve the positioning accuracy achieved with fingerprint localization within a cellular network. Position estimates got from the so called neural network (NN) localization are further processed through a Kalman filtering-based tracking algorithm and thereafter, the processed position is matched to the road according to the map-matching technique applied. Results show that an accurate positioning within a cellular network can be achieved and could serve as complementary to the existing GPS.
Keywords :
Global Positioning System; Kalman filters; cellular radio; neural nets; GPS; Kalman filter; cellular localization; cellular network; dead reckoning techniques; fingerprint localization post-processing; map-matching techniques; neural network localization; Availability; Dead reckoning; Filtering algorithms; Fingerprint recognition; Global Positioning System; Kalman filters; Land mobile radio cellular systems; Matched filters; Neural networks; Roads; Fingerprint; GSM-Positioning; Kalman Filter; Localization; Map-Matching;
Conference_Titel :
Advanced Communication Technology, The 9th International Conference on
Conference_Location :
Gangwon-Do
Print_ISBN :
978-89-5519-131-8
DOI :
10.1109/ICACT.2007.358771