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2018 | OriginalPaper | Chapter

Modified OMP Algorithm for Compressible Channel Impulse Response Estimation

Authors : Grzegorz Dziwoki, Marcin Kucharczyk, Jacek Izydorczyk

Published in: Computer Networks

Publisher: Springer International Publishing

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Abstract

Wireless communication link at the physical layer can be described as a signal transmission over multiple propagation paths which are different in the gain and the delay. But in reality there are only a few significant paths responsible for the most signal energy transmission between transmitter and receiver. Such a sparse nature of the propagation environment promotes the use of the compressed sensing methods for channel impulse response estimation in the receiver. Unfortunately, a typical band-limited transmission violates the strict channel sparsity making the impulse response reconstruction more complex. The paper presents an analysis of channel impulse response estimation with the Orthogonal Matching Pursuit algorithm. A modification of the classical OMP method is proposed in order to improve both the channel estimation and the data transmission qualities in case of a weak condition of the impulse response sparsity. This proposition is numerically evaluated for the general case of the OFDM transmission over a sixth path urban channel model. The results are compared to the ones obtained for the strict sparse impulse response instance.

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Literature
1.
go back to reference Failli, M.: Digital land mobile radio communications COST 207. Technical report, European Commission (1989) Failli, M.: Digital land mobile radio communications COST 207. Technical report, European Commission (1989)
2.
go back to reference Guidelines for evaluation of radio transmission technologies for imt-2000. Technical Report Rec. ITU-R M.1225, ITU (1997) Guidelines for evaluation of radio transmission technologies for imt-2000. Technical Report Rec. ITU-R M.1225, ITU (1997)
11.
go back to reference Haykin, S.: Adaptive Filter Theory, 5th edn. Pearson, Harlow (2014)MATH Haykin, S.: Adaptive Filter Theory, 5th edn. Pearson, Harlow (2014)MATH
Metadata
Title
Modified OMP Algorithm for Compressible Channel Impulse Response Estimation
Authors
Grzegorz Dziwoki
Marcin Kucharczyk
Jacek Izydorczyk
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-319-92459-5_13

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