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A Double EP-Based Proposal for Turbo Equalization

delete2020-01-01
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I
Irene Santos
J
Juan José Murillo-Fuentes *
E
Eva Arias-de-Reyna
DOI:10.1109/LSP.2019.2959900delete
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摘要

摘要

En 中文
This letter deals with the application of the expectation propagation (EP) algorithm to turbo equalization. The EP has been successfully applied to obtain either a better approximation at the output of the equalizer or at the output of the channel decoder to better initialize the Gaussian prior used by the equalizer. In this letter we combine both trends to propose a novel double EP-based equalizer that is able to decrease the number of iterations needed, reducing the computational complexity. This novel equalizer is presented in three different implementations: a block design that exploits the whole vector of observations, a Wiener filter-type approach that just uses the observations within a predefined window and a Kalman smoothing filter-type approach that emulates the BCJR behavior. Finally, we include some experimental results to compare the three different implementations and to illustrate their improvements with respect to other EP-based proposals in the literature.
Keyword:
Expectation propagation (EP)
MMSE
low-complexity
turbo equalization
ISI
Wiener
Kalman
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期刊

IEEE Signal Processing Magazine 封面图
IEEE Signal Processing Magazine
IF:
9.6
论文数:
1.1W
被引数:
1.7W

机构

U
University of Sevilla
学者数:
1.9W
论文数: 1.7W
被引数: 15
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