基于串行策略的SCMA多用户检测算法

杜洋; 董彬虹; 王显俊; 党冠斌; 高鹏宇

doi:10.11999/JEIT151259

基于串行策略的SCMA多用户检测算法

doi: 10.11999/JEIT151259

基金项目:

华为创新研究计划(YB2015040056)，国家自然科学基金(61201126)，新世纪优秀人才支持计划(NCET-11-0058)，四川省青年科技基金(2012JQ0020)，国家级重点实验室基金(150C02006)

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出版历程
- 收稿日期: 2015-11-09
- 修回日期: 2016-03-28
- 刊出日期: 2016-08-19

Multiuser Detection Scheme for SCMA Systems Based on Serial Strategy

Funds:

Huawei HIRP Project (YB2015040056), The National Natural Science Foundation of China (61201126), New Century Excellent Talents in University (NCET-11-0058), Sichuan Youth Science and Technology Fund (2012JQ0020), Open Research Fund of the National Laboratory (150C02006)

摘要

摘要: 稀疏码多址接入(SCMA)作为一个前景广阔的5 G无线空口技术，能够满足海量连接的需求。针对现有SCMA通信系统都是基于并行策略的消息传递算法(MPA)进行多用户检测，存在信息收敛速度不理想的问题，该文提出一种串行策略的多用户检测算法。该算法以资源节点为序，按串行方式依次进行消息更新与传递，保证更新的消息能够立即进入当前迭代过程，改善了消息传递的收敛速度，相比并行策略的多用户检测算法，降低了算法复杂度；同时，充分利用消息间相互关联的特点，融合消息传递步骤，降低了存储器的要求。理论与仿真结果表明，该算法在误比特率(BER)性能与算法复杂度之间可以达到较理想的平衡。
- 稀疏码多址接入 /
- 多用户检测 /
- 消息传递算法 /
- 串行策略
Abstract: Sparse Code Multiple Access (SCMA) is a promising air-interface technology for 5 G wireless communication networks, which can enable massive connectivity. The existing multiuser detection schemes are based on a parallel message updating for Message Passing Algorithm (MPA), thus it is not efficient in terms of convergence. In this paper, an efficient multiuser detection scheme for uplink SCMA is proposed based on serial updating of function nodes, messages. Compared to the existing detection schemes, the proposed scheme accelerates the convergence due to that the updated messages can join the belief propagation immediately in current iteration, which avoids being used in the next iteration. Furthermore, the proposed scheme can reduce the storage burden, which fuses message passing process on the basis of the relationship between messages. Numerical results show that the proposed scheme can offer a good trade-off between complexity and Bit Error Rate (BER) performance.
- Sparse Code Multiple Access (SCMA) /
- Multiuser detection /
- Message Passing Algorithm (MPA) /
- Serial updating

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参考文献(18)

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