Soft output detection for MIMO systems using binary polar codes

M. Diouf, I. Diop, I. Dioum, S. M. Farssi, Birahime Diouf, K. Tall
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引用次数: 5

Abstract

Polar codes are proven capacity-achieving and are shown to have equivalent or even better finite length performance than turbo/LDPC codes under some improved decoding algorithm over the Additive White Gaussian Noise (AWGN) channels. Polar coding is based on the so-called channel polarization phenomenon induced by a transform over the underlying binary-input channel. The channel polarization is found to be universal in many signal processing problems and is applied to the coded modulation schemes. In this paper, a small length polar, encoded for a MIMO (Multiple-Input Multiple-Output) systems with soft output MMSE-SIC (Minimum Mean Square Error-Successive Cancellation) detection, is applied to improve the coded performance while reducing the complexity. In order to prove this theory, we compare the proposed MMSE-SIC BER to Zero Forcing (ZF) and Maximum Likelihood (ML) by using 2*2 MIMO systems into Rayleigh channel with BPSK (Binary Phase-Shift Keying) modulation. Simulation results show that MMSE-SIC complexity is lower than the two others detections. We show that the performance of the proposed approach using polar code (128, 64) at 10−2 BER (Bit Error Rate) is around 3dB i.e. 0,66% compared to the optimal ML, while ZF performance is the worst.
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使用二进制极码的MIMO系统的软输出检测
在加性高斯白噪声(AWGN)信道上,在一些改进的解码算法下,极性码被证明具有与turbo/LDPC码相当甚至更好的有限长度性能。极性编码基于所谓的信道极化现象,这种现象是由底层二进制输入信道上的变换引起的。信道极化在许多信号处理问题中具有普遍性,并应用于编码调制方案中。为了提高编码性能,降低编码复杂度,本文采用一种小长度极性编码,用于具有软输出MMSE-SIC(最小均方误差逐次抵消)检测的MIMO(多输入多输出)系统。为了证明这一理论,我们将提出的MMSE-SIC误码率与零强迫(ZF)和最大似然(ML)进行了比较,通过使用2*2 MIMO系统进入BPSK(二进制相移键控)调制的瑞利信道。仿真结果表明,MMSE-SIC算法的复杂度低于其他两种算法。我们表明,与最佳ML相比,在10−2 BER(误码率)下使用极性码(128,64)的所提出方法的性能约为3dB,即0.66%,而ZF性能最差。
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