Title :
Cramer-Rao Lower Bounds of DOA Estimates from Square QAM-Modulated Signals
Author :
Bellili, Faouzi ; Hassen, S.B. ; Affes, Sofiène ; Stéphenne, Alex
Author_Institution :
Inst. Nat. de Rech. Sci. - Energie Mater. et Telecommun. (EMT), Montreal, QC, Canada
fDate :
6/1/2011 12:00:00 AM
Abstract :
In this paper, we derive for the first time analytical expressions for the inphase/quadrature (I/Q) non-data-aided (NDA) Cramér-Rao lower bounds (I/Q NDA CRLBs) of the direction of arrival (DOA) estimates from square quadrature amplitude (QAM)-modulated signals corrupted by additive white circular complex Gaussian noise (AWCCGN) with any antenna configuration. Yet the main contribution embodied by this paper consists in deriving for the first time analytical expressions for the NDA Fisher information matrix (FIM) and then for the stochastic CRLB of the NDA DOA estimates in the case of square QAM-modulated signals. It will be shown that in the presence of any unknown phase offset (i.e., non-coherent estimation), the ultimate achievable performance on the NDA DOA estimates holds almost the same irrespectively of the modulation order. However, the NDA CRLBs obtained in the absence of the phase offset (i.e., coherent estimation) vary, in the high SNR region, from one modulation order to another.
Keywords :
AWGN; direction-of-arrival estimation; matrix algebra; quadrature amplitude modulation; stochastic processes; AWCCGN; Cramér-Rao lower bounds; DOA estimates; FIM; I/Q NDA CRLB; NDA Fisher information matrix; additive white circular complex Gaussian noise; antenna configuration; direction of arrival; inphase-quadrature nondata aided technique; noncoherent estimation; square QAM-modulated signal; square quadrature amplitude modulation; stochastic CRLB; Arrays; Direction of arrival estimation; Estimation; Quadrature amplitude modulation; Signal to noise ratio; Stochastic processes; DOA estimation; QAM signals; UCA; ULA; stochastic Cramer-Rao lower bound (CRLB);
Journal_Title :
Communications, IEEE Transactions on
DOI :
10.1109/TCOMM.2011.050211.100036A