An Enhanced Tabu Search Based Receiver for Full-Spreading NOMA Systems

被引:3
作者
Jung, Insik [1 ]
Kim, Hyunsoo [1 ]
Jeong, Jinkyo [1 ]
Choi, Sooyong [2 ]
Hong, Daesik [1 ]
机构
[1] Yonsei Univ, Informat & Telecommun Lab, Dept Elect & Elect Engn, Seoul 03722, South Korea
[2] Yonsei Univ, Dept Elect & Elect Engn, Adv Commun Lab, Seoul 03722, South Korea
基金
新加坡国家研究基金会;
关键词
Receivers; NOMA; Decoding; Complexity theory; Modulation; Uplink; Search problems; Non-orthogonal multiple access; full-spreading NOMA; massive connectivity; tabu-search; NONORTHOGONAL MULTIPLE-ACCESS; CAPACITY; FUTURE; INTERNET; THINGS;
D O I
10.1109/ACCESS.2019.2950901
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Full-spreading non-orthogonal multiple access (FS-NOMA) is one category of the candidate technologies designed to support massive connectivity in wireless communication systems. Before it can handle the massive volume of user connections, it is important for the FS-NOMA to develop a receiver that successfully decodes target data from non-orthogonally overlapped receiving signals. However, the decoding performance of conventional interference-cancellation (IC)-based receivers is far from optimal because of error-propagation problems. To improve the decoding performance, we propose a novel FS-NOMA receiver based on the tabu-search (TS) algorithm which is a sort of machine-learning algorithm. Specifically, a novel TS mechanism and a diversification scheme are proposed to overcome the inherent adverse conditions of FS-NOMA systems which lead the TS algorithm to local optima. Simulation results demonstrate that the proposed TS-based receiver has decoding performance that is superior to that of the conventional IC-based receiver. The results also show that the proposed receiver accommodates a higher number of user connections with a given packet drop rate threshold.
引用
收藏
页码:159899 / 159917
页数:19
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