Expectation Propagation for Flat-Fading Channels

IEEE WIRELESS COMMUNICATIONS LETTERS(2023)

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摘要
This letter addresses the problem of signal detection in flat-fading channels. In this context, receivers based on the expectation propagation framework appear to be very promising although presenting some critical issues. We develop a new algorithm based on this framework where, unlike previous works, convergence is achieved after a single forward-backward pass, without additional inner detector iterations. The proposed message scheduling, together with novel adjustments of the approximating distributions' parameters, allows to obtain significant performance advantages with respect to the state-of-the-art solution. Simulation results show the applicability of this algorithm when sparser pilot configurations have to be adopted and a considerable gain compared to the current available strategies.
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关键词
Fading channels,Probability density function,Approximation algorithms,Symbols,Random variables,Convergence,Receivers,Expectation propagation,fading channels,parameter estimation,single-input single-output (SISO)
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