Title :
Mitigation of GPS multipath using affine combination of two LMS adaptive filters
Author :
Kamatham, Yedukondalu ; Kinnara, Bhavani ; Kartan, Madhu Krishna
Author_Institution :
Dept. of ECE, Bhoj Reddy Eng. Coll. for Women, Hyderabad, India
Abstract :
Global Positioning System (GPS) is an all weather Position, Velocity and Time determination navigation system. Multipath is one of the prominent error sources in GPS. In this paper, various Least Mean Square (LMS) adaptive algorithms such as simple LMS, Normalized LMS, Variable length LMS and affine combination of two LMS filters are investigated to mitigate multipath error. Accurate step size parameter is estimated and the performance of each filter is examined critically. Affine combination of two LMS adaptive filters uses two step sizes, one for slower convergence and another for good steady state response. The results are encouraging with affine combination of two LMS filters. It has improved performance with higher computational complexity compared to other three filters. Hence, affine combination of two LMS adaptive filters is the choice best choice for multipath mitigation in GPS applications.
Keywords :
Global Positioning System; adaptive filters; computational complexity; least mean squares methods; parameter estimation; GPS multipath error mitigation; Global Positioning System; affine combination; computational complexity; least mean square adaptive filter algorithm; normalized LMS adaptive filter algorithm; step size parameter estimation; time determination navigation system; variable length LMS adaptive filter algorithm; velocity determination navigation system; weather position determination navigation system; Adaptive filters; Convergence; Filtering algorithms; Finite impulse response filters; Global Positioning System; Least squares approximations; Transversal filters; GPS; LMS; Multipath; NLMS; VSLMS;
Conference_Titel :
Signal Processing, Informatics, Communication and Energy Systems (SPICES), 2015 IEEE International Conference on
Conference_Location :
Kozhikode
DOI :
10.1109/SPICES.2015.7091375