Coded Many-User Multiple Access via Approximate Message Passing

Xiaoqi Liu, Kuan Hsieh, Ramji Venkataramanan
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Abstract

We consider communication over the Gaussian multiple-access channel in the regime where the number of users grows linearly with the codelength. We investigate coded CDMA schemes where each user's information is encoded via a linear code before being modulated with a signature sequence. We propose an efficient approximate message passing (AMP) decoder that can be tailored to the structure of the linear code, and provide an exact asymptotic characterization of its performance. Based on this result, we consider a decoder that integrates AMP and belief propagation and characterize the tradeoff between spectral efficiency and signal-to-noise ratio, for a given target error rate. Simulation results are provided to demonstrate the benefits of the concatenated scheme at finite lengths.
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通过近似信息传递实现编码多用户多路访问
我们考虑了在用户数量与编码长度呈线性增长的情况下,通过高斯多址信道进行通信的问题。我们研究了编码 CDMA 方案,在这种方案中,每个用户的信息都是通过线性编码编码的,然后再用签名序列调制。我们提出了一种高效的近似信息传递(AMP)解码器,它可以根据线性编码的结构进行定制,并对其性能进行了精确的渐近描述。在这一结果的基础上,我们考虑了一种集成了 AMP 和信念传播的解码器,并描述了在给定目标错误率下,频谱效率和信噪比之间的权衡。我们还提供了仿真结果,以证明无限长的串联方案的优势。
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