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计算机工程 ›› 2018, Vol. 44 ›› Issue (10): 124-128. doi: 10.19678/j.issn.1000-3428.0048434

• 移动互联与通信技术 • 上一篇    下一篇

SCMA系统中改进的MAX-Log MPA多用户检测算法

张雪婉,葛文萍,吴雄,代文丽   

  1. 新疆大学 信息科学与工程学院,乌鲁木齐 830046
  • 收稿日期:2017-08-22 出版日期:2018-10-15 发布日期:2018-10-15
  • 作者简介:张雪婉(1991—),男,硕士研究生,主研方向为无线通信;葛文萍(通信作者),教授;吴雄、代文丽,硕士研究生。
  • 基金资助:
    新疆维吾尔自治区自然科学基金(2018D01C033)。

Improved MAX-Log MPA Multi-user Detection Algorithm in SCMA System

ZHANG Xuewan,GE Wenping,WU Xiong,DAI Wenli   

  1. College of Information Science and Engineering,Xinjiang University,Urumqi 830046,China
  • Received:2017-08-22 Online:2018-10-15 Published:2018-10-15

摘要: 在稀疏码多址接入(SCMA)系统的多用户检测过程中,MAX-Log消息传递算法(MPA)由于采用了近似计算造成部分消息丢失,检测性能较差。为此,通过理论推导得出更接近真实值的约近方法,提出一种改进的MAX-Log MPA算法。对资源节点消息更新公式乘以一个值为2的常数,从而减少原始MAX-Log MPA因近似计算造成的消息丢失,提升MAX-Log MPA多用户检测器的检测性能。理论与仿真结果表明,改进算法能够在保持原算法低复杂度优点的同时,有效提升检测性能。

关键词: 稀疏码多址接入, 多用户检测, 消息传递算法, 并行, 串行

Abstract: In the multi-user detection processes of Sparse Code Multiple Access(SCMA) system,MAX-Log Message Passing Algorithm (MPA) causes partial loss of messages due to the approximate calculation,which makes its detection performance poor.Aiming at the above problem,an improved MAX-Log MPA algorithm is proposed in this paper by introducing an approximate method closing to the true value.In this algorithm,the resource node message update formula multiplies with a constant 2,which can effectively reduce the message loss caused by the approximate calculation of the original MAX-Log MPA,thereby improving the detection performance of the MAX-Log MPA multi-user detector.Theoretical and simulation results show that the improved algorithm can not only maintain the low complexity of the original algorithm,but also obtain better detection performance.

Key words: Sparse Code Multiple Access(SCMA), multi-user detection, Message Passing Algorithm(MPA), parallel;serial

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