Iterative Detection Based on Consensus Alternating Direction Method of Multipliers in Massive Machine-Type Communications

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초록

In massive machine-type communication systems, only some of devices usually transmit signals while the others remain silent. The conventional multiuser detection methods have been used with the aid of compressive sensing techniques, but their performance is far from the optimal one. In this paper, we propose an iterative signal detection method that jointly identifies the non-zero support and detects modulated symbols based on consensus alternating direction method of multipliers. Simulation results show that its performance is much better than the conventional detection methods and close to the lower-bound performance of the ideal detector in the case of high SNR.

키워드

Massive machine-type communicationConsensus alternating direction method of multipliersADMMMultiuser detectionCompressive sensing
제목
Iterative Detection Based on Consensus Alternating Direction Method of Multipliers in Massive Machine-Type Communications
저자
Kim, MinsikLee, JeongwonPark, Daeyoung
DOI
10.1007/s11277-020-07082-y
발행일
2020-02
유형
Article
저널명
Wireless Personal Communications
110
4
페이지
2253 ~ 2264