Title :
Sparsity Enhanced Decision Feedback Equalization
Author :
Ilic, Jovana ; Strohmer, Thomas
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of California, Davis, Davis, CA, USA
fDate :
5/1/2012 12:00:00 AM
Abstract :
For single-carrier systems with frequency domain equalization, decision feedback equalization (DFE) performs better than linear equalization and has much lower computational complexity than sequence maximum likelihood detection. The main challenge in DFE is the feedback symbol selection rule. In this paper, we give a theoretical insight on multiple symbol selection, based on sparsity and we present a simple algorithm for DFE. The algorithm converges fast and has a low computational cost. We show how the initial solution can be obtained via convex relaxation instead of linear equalization, and illustrate the impact that the choice of the initial solution has on the bit error rate performance of our algorithm. The algorithm is applicable in several existing wireless communication systems (SC-FDMA, MC-CDMA, MIMO-OFDM). Numerical results illustrate significant performance improvement in terms of bit error rate compared to the MMSE solution.
Keywords :
MIMO communication; OFDM modulation; code division multiple access; computational complexity; decision feedback equalisers; error statistics; frequency division multiple access; MC-CDMA; MIMO-OFDM; MMSE solution; SC-FDMA; bit error rate performance; computational complexity; convex relaxation; feedback symbol selection rule; frequency domain equalization; linear equalization; multiple symbol selection; sequence maximum likelihood detection; single-carrier system; sparsity enhanced DFE; sparsity enhanced decision feedback equalization; wireless communication systems; Decision feedback equalizers; Frequency domain analysis; Interference; Noise; OFDM; Receivers; Vectors; Convex optimization; SC-FDMA; decision feedback equalization; sparsity; successive interference cancellation; thresholding;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2012.2189387