Title :
Space-time adaptive principle component analysis for time-delay estimation
Author :
Trotschel, Felix ; Antreich, Felix ; Nossek, Josef A.
Author_Institution :
Inst. of Commun. & Navig., German Aerosp. Center (DLR), Oberpfaffenhofen, Germany
Abstract :
In this work we present a blind approach based on space-time adaptive principle component analysis using an antenna array and a compression method based on canonical components in order to mitigate multipath for Global Navigation Satellite Systems (GNSS). First, pre-processing algorithms are used to separate (decorrelate) the different sources in the compressed space-time eigenspace and then the time-delay estimation is performed with a simple interpolation scheme in the compressed time domain. The proposed algorithm is capable of separating highly correlated and even coherent signals and approaches the respective Cramer-Rao lower bound (CRLB) for time-delay estimation in the compressed time domain.
Keywords :
antenna arrays; delay estimation; eigenvalues and eigenfunctions; principal component analysis; satellite antennas; satellite navigation; space-time adaptive processing; Cramer-Rao lower bound; GNSS; Global Navigation Satellite Systems; antenna array; blind approach; compressed space-time eigenspace; compression method; interpolation scheme; space-time adaptive principle component analysis; time-delay estimation; Arrays; Conferences; Correlators; Covariance matrices; Estimation; Global Positioning System; Signal processing;
Conference_Titel :
Sensor Array and Multichannel Signal Processing Workshop (SAM), 2014 IEEE 8th
Conference_Location :
A Coruna
DOI :
10.1109/SAM.2014.6882351