Title :
Sparse channel estimation including the impact of the transceiver filters with application to OFDM
Author :
Barbu, Oana-Elena ; Pedersen, Niels Lovmand ; Manchon, Carles Navarro ; Monghal, Guillaume ; Rom, Christian ; Fleury, Bernard H.
Author_Institution :
Dept. of Electron. Syst., Aalborg Univ., Aalborg, Denmark
Abstract :
Traditionally, the dictionary matrices used in sparse wireless channel estimation have been based on the discrete Fourier transform, following the assumption that the channel frequency response (CFR) can be approximated as a linear combination of a small number of multipath components, each one being contributed by a specific propagation path. In practical communication systems, however, the channel response experienced by the receiver includes additional effects to those induced by the propagation channel. This composite channel embodies, in particular, the impact of the transmit (shaping) and receive (demodulation) filters. Hence, the assumption of the CFR being sparse in the canonical Fourier dictionary may no longer hold. In this work, we derive a signal model and subsequently a novel dictionary matrix for sparse estimation that account for the impact of transceiver filters. Numerical results obtained in an OFDM transmission scenario demonstrate the superior accuracy of a sparse estimator that uses our proposed dictionary rather than the classical Fourier dictionary, and its robustness against a mismatch in the assumed transmit filter characteristics.
Keywords :
OFDM modulation; approximation theory; channel estimation; demodulation; discrete Fourier transforms; filtering theory; frequency response; matrix algebra; radio transceivers; radiowave propagation; wireless channels; CFR; OFDM transmission scenario; channel frequency response; communication systems; composite channel; demodulation filters; dictionary matrices; discrete Fourier transform; multipath components; propagation channel; propagation path; receive filters; shaping filters; sparse wireless channel estimation; transceiver filters; transmit filters; Channel estimation; Delays; Dictionaries; OFDM; Receivers; Transceivers; Vectors;
Conference_Titel :
Signal Processing Advances in Wireless Communications (SPAWC), 2014 IEEE 15th International Workshop on
Conference_Location :
Toronto, ON
DOI :
10.1109/SPAWC.2014.6941835