Title :
A novel acquisition strategy for weak GNSS signals based on map criterion
Author :
Tahir, Muhammad ; Presti, Letizia ; Fantino, Maurizio
Author_Institution :
Dipt. di Elettron. e Telecomun., Politec. di Torino, Turin, Italy
Abstract :
Detecting and processing Global Navigation Satellite System (GNSS) signals indoors and in urban canyons, have gained a great deal of attention due to the problems of very weak signals and hostile environments. The detection of GNSS signals is generally based on the application of a statistical test, derived from the maximum likelihood theory. The work presented here considers a new approach to the detection of weak GNSS signals using a Bayesian technique within a scenario where the search space size is already reduced to a few tens of cells using some kind of assisted information. The search space cells are considered as candidate cells, where each candidate cell is associated with a code delay and a Doppler frequency. For each candidate cell, a posteriori probability is propagated for a fixed number of operation cycles. At the end of the process, the maximum a posterior (MAP) criterion is used to select the correct cell. Simulation results are presented indicating that the proposed method provides a significant performance advantage over other reference schemes. They include a noncoherent integration scheme and another scheme which also utilizes the posterior probabilities as decision statistics but differs in the mechanism of probability propagation.
Keywords :
Bayes methods; Doppler radar; integration; maximum likelihood estimation; satellite navigation; signal detection; statistical testing; Bayesian technique; Doppler frequency; Global Navigation Satellite System; MAP criterion; acquisition strategy; code delay; decision statistics; hostile environments; map criterion; maximum a posterior criterion; maximum likelihood theory; noncoherent integration scheme; posterior probability; statistical test; urban canyons; weak GNSS signals; Bayes methods; Detectors; Global Positioning System; Receivers; Satellite communication;
Journal_Title :
Aerospace and Electronic Systems, IEEE Transactions on
DOI :
10.1109/TAES.2014.120113