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Iterative Joint Detection, Decoding, and Channel Estimation in Turbo-Coded MIMO-OFDM

机译:Turbo编码MIMO-OFDM中的迭代联合检测,解码和信道估计

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摘要

An iterative receiver for a multiple-input-multiple-output (MIMO) orthogonal frequency-division multiplexing (OFDM) system is considered to jointly decode the transmitted bits and estimate the channel state. The receiver consists of a list detector, a turbo decoder, and a channel estimator that is based on the space-alternating generalized expectation-maximization (SAGE) algorithm. This paper proposes a way to improve the convergence of the iterative detection and decoding by using a priori information to also recalculate the candidate list, aside from the log-likelihood ratios (LLRs) of the coded bits. A new list parallel interference cancellation (PIC) detector is derived to approximate an a posteriori probability (APP) algorithm with reduced complexity and minimal losses of performance. Furthermore, the organization of spectrally efficient decision-directed (DD) SAGE channel estimation under a constrained number of detector-decoder iterations is optimized by computer simulations, and the SAGE algorithm itself is modified for nonconstant envelope constellations. The list recalculation is shown to improve convergence. It is also shown that the list PIC detector with good initialization outperforms the K-best list sphere detector (LSD) in the case of small list sizes, whereas the complexities of the algorithms are of the same order. Despite the low preamble density and fast-fading channel, the proposed iterative receiver shows robust performance.
机译:用于多输入多输出(MIMO)正交频分复用(OFDM)系统的迭代接收器被认为可以联合解码所传输的比特并估计信道状态。接收器包括一个列表检测器,一个turbo解码器和一个基于空间交替广义期望最大化(SAGE)算法的信道估计器。本文提出了一种通过使用先验信息来重新计算候选列表(除编码比特的对数似然比(LLR)之外)来改善迭代检测和解码的收敛性的方法。推导了一种新的列表并行干扰消除(PIC)检测器,以简化后验概率(APP)算法,该算法具有降低的复杂度和最小的性能损失。此外,在有限的检测器-解码器迭代次数下,频谱有效的决策导向(DD)SAGE信道估计的组织通过计算机仿真进行了优化,并且针对非恒定包络星座修改了SAGE算法本身。显示列表重新计算可以提高收敛性。还表明,在小列表大小的情况下,初始化良好的列表PIC检测器的性能优于K最佳列表球形检测器(LSD),而算法的复杂性处于相同的数量级。尽管前同步码密度低且信道快速衰落,但所提出的迭代接收机仍具有强大的性能。

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