基于功率的Zadoff-Chu序列设计的可靠压缩感知多用户检测

Chieh-Fang Teng, Ching-Chun Liao, Hung-Yi Cheng, A. Wu
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引用次数: 3

摘要

近年来,物联网(IoT)应用增长迅速。具有可伸缩性和可靠性的大规模机器类型通信(mMTC)的部署成为一个具有挑战性的问题。mMTC设备的活动稀疏性为我们高效处理基于压缩感知的多用户检测(CS- mud)提供了空间。然而,由于资源有限,例如针对海量设备的扩展序列设计,使得mMTC中的CS-MUD拥塞和碰撞。因此,非正交多址(NOMA)在mMTC中引起了人们的关注。尽管NOMA可以容纳更多的设备,但非正交性使性能下降。本文利用NOMA技术,利用Zadoff-Chu (ZC)序列生成多组序列,误码率降低了两个数量级。同时,考虑到设备的信道特性和接收功率,将这些设备进行分组,使mMTC系统更加可靠,消除了非正交性的影响,在128个设备的情况下将误码率提高了1.7倍。因此,提出的基于功率分组方案的ZC序列设计可以极大地提高上行多用户问题检测过程的设备可扩展性和可靠性,为mMTC场景下的多用户问题检测提供了一种潜在的解决方案。
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Reliable compressive sensing (CS)-based multi-user detection with power-based Zadoff-Chu sequence design
Internet-of-Things (IoT) applications grew rapidly in recent years. Deployment of massive machine-type communication (mMTC) with scalability and reliability becomes a challenging issue. The feature of activity sparsity in mMTC devices makes room for us to efficiently handle detection by compressive sensing (CS)-based multi-user detection (CS-MUD). However, the limited resource, such as the design of spreading sequences for massive devices, makes CS-MUD in mMTC congested and collided. Thus, non-orthogonal multiple access (NOMA) attracts attention in mMTC. Despite NOMA can accommodate more devices, the non-orthogonality makes the performance degradation. In this paper, we take advantage of NOMA to generate more set of sequences by Zadoff-Chu (ZC) sequence which the bit-error-rate (BER) is reduced by two orders. Meanwhile, by considering the channel characteristic and received power of devices, these devices are grouped to make a more reliable mMTC system which eliminates the effect of non-orthogonality and improves the BER by 1.7 times with 128 devices. Thus, the proposed ZC sequence design with power-based grouping scheme can greatly improve the device scalability and reliability of the detection process for uplink multi-user problems that provides a potential solution in mMTC scenarios.
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