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MAP Based Iterative Channel Estimation for OFDM Systems: Approach, Convergence, and Performance Bound

机译:OFDM系统中基于MAP的迭代信道估计:方法,收敛性和性能限制

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摘要

Iterative channel estimation (ICE) usually exploits soft information of unknown data symbols as references to improve estimation performance. This paper investigates ICE for orthogonal frequency division multiplexing (OFDM) over wireless channels. The optimum ICE is derived in terms of maximum a posteriori (MAP) criterion, which can be solved using fixed-point iteration (FPI). Furthermore, the derived MAP ICE is closely related to the well-known expectation-maximization (EM) estimation. We also demonstrate that the MAP ICE converges within only one step when the signal-to-noise ratio (SNR) is large through analysis and simulation results.
机译:迭代信道估计(ICE)通常利用未知数据符号的软信息作为参考,以提高估计性能。本文研究了用于无线信道上正交频分复用(OFDM)的ICE。最佳ICE是根据最大后验(MAP)标准得出的,可以使用定点迭代(FPI)来解决。此外,导出的MAP ICE与众所周知的期望最大化(EM)估计密切相关。我们还证明,通过分析和仿真结果,当信噪比(SNR)大时,MAP ICE只能在一个步骤内收敛。

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