Sparse code multiple access (SCMA) is an emerging paradigm for efficient enabling of massive connectivity in future machine-type communications (MTC). In this letter, we conceive the uplink transmissions of the low-density parity check (LDPC) coded SCMA system. Traditional receiver design of LDPC-SCMA system, which is based on message passing algorithm (MPA) for multiuser detection followed by individual LDPC decoding, may suffer from the drawback of the high complexity and large decoding latency, especially when the system has large codebook size and/or high overloading factor. To address this problem, we introduce a novel receiver design by applying the expectation propagation algorithm (EPA) to the joint detection and decoding (JDD) involving an aggregated factor graph of LDPC code and sparse codebooks. Our numerical results demonstrate the superiority of the proposed EPA based JDD receiver over the conventional Turbo receiver in terms of both significantly lower complexity and faster convergence rate without noticeable error rate performance degradation.
翻译:简单代码多重存取(SCMA)是在未来机器类型通信中有效实现大规模连通(MTC)的一个新兴范例。在本信中,我们设想低密度对等检查(LDPC)编码的SCMA系统将传输上行传输。LDPC-SCMA系统的传统接收器设计基于信息传递算法(MPA),用于多用户检测,然后由个人LDPC解码,可能因高度复杂和大解码拉长而受损,特别是当系统有庞大的编码大小和/或超载因素时。为了解决这一问题,我们引入了一种新的接收器设计,将预期传播算法(EPA)应用于联合检测和解码(JDD),涉及LDPC代码和稀有代码的综合要素图。我们的数字结果显示,拟议的EPA基于JDD的接收器在不明显错误率性能退化的情况下,优于传统的Turbo接收器。