DocumentCode
2683555
Title
Comparison of the CAF-DF and SAGE algorithms in multipath channel parameter estimation
Author
Guldogan, M. Burak ; Arikan, Orhan
Author_Institution
Dept. of Electr. & Electron. Eng., Bilkent Univ., Ankara
fYear
2008
fDate
21-23 July 2008
Firstpage
33
Lastpage
36
Abstract
In this paper, performance of the recently proposed cross ambiguity function - direction finding (CAF-DF) technique is compared with the space alternating generalized expectation maximization (SAGE) technique. The CAF-DF, iteratively estimates direction of arrival (DOA), time-delay, Doppler shift and amplitude corresponding to each impinging signal onto an antenna array by utilizing the cross ambiguity function. On synthetic signals, based on Monte Carlo trials, performances of the algorithms are tested in terms of root mean squared error (rMSE) at different signal-to-noise ratios (SNR). Cramer-Rao lower bound is included for statistical comparisons. Simulation results indicate the superior performance of the CAF-DF technique over SAGE technique for low and medium SNR values.
Keywords
Monte Carlo methods; direction-of-arrival estimation; mean square error methods; multipath channels; CAF-DF algorithms; Cramer-Rao lower bound; Doppler shift; Monte Carlo trials; SAGE algorithms; cross ambiguity function-direction finding; direction of arrival estimation; multipath channel; parameter estimation; root mean squared error; space alternating generalized expectation maximization; time delay; Amplitude estimation; Antenna arrays; Direction of arrival estimation; Directive antennas; Doppler shift; Iterative algorithms; Monte Carlo methods; Multipath channels; Parameter estimation; Performance evaluation;
fLanguage
English
Publisher
ieee
Conference_Titel
Sensor Array and Multichannel Signal Processing Workshop, 2008. SAM 2008. 5th IEEE
Conference_Location
Darmstadt
Print_ISBN
978-1-4244-2240-1
Electronic_ISBN
978-1-4244-2241-8
Type
conf
DOI
10.1109/SAM.2008.4606818
Filename
4606818
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