DocumentCode
3389934
Title
Equalization for OFDM with Multiple Delay-Doppler Paths using Conjugate Gradients with Chebyshev Preconditioning
Author
Lau, Chad C. ; Zoltowski, Michael D.
Author_Institution
School of Electrical and Computer Engineering, Purdue University, West Lafayette, IN
fYear
2007
fDate
26-29 Aug. 2007
Firstpage
512
Lastpage
516
Abstract
In this paper we consider the performance of iterative solution techniques when applied to equalization for orthogonal frequency division multiplexing (OFDM) with multiple delay-doppler paths. The use of a minimum mean-squared error (MMSE) equalizer in this problem yields satisfactory bit error rate (BER) performance, but requires the inversion of a high-dimensional matrix. Reduced complexity is achieved by applying the method of conjugate gradients (CG). Proper use of preconditioning is used to accelerate convergence of CG in terms of reducing the number of steps required for good performance. We analyze the performance and efficiency of a polynomial-based preconditioner wherein an approximate inverse of the MMSE equalizer is formed from a linear combination of matrix-valued Chebyshev polynomials. The results of a simulation study are presented, demonstrating that Chebyshev-preconditioning substantially reduces the number of CG steps required to achieve performance close to that obtained with the MMSE estimator using the full inverse.
Keywords
Acceleration; Bit error rate; Character generation; Chebyshev approximation; Convergence; Delay; Equalizers; OFDM; Performance analysis; Polynomials;
fLanguage
English
Publisher
ieee
Conference_Titel
Statistical Signal Processing, 2007. SSP '07. IEEE/SP 14th Workshop on
Conference_Location
Madison, WI, USA
Print_ISBN
978-1-4244-1198-6
Electronic_ISBN
978-1-4244-1198-6
Type
conf
DOI
10.1109/SSP.2007.4301311
Filename
4301311
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