Blind detection of uplink grant-free SCMA with unknown user sparsity

Jiaqi Liu, Gang Wu, Shaoqian Li, Olav Tirkkonen

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

9 Citations (Scopus)

Abstract

The existing solutions for multi-user detection in uplink (UL) grant-free sparse code multiple access (SCMA) rely on the prior knowledge of user sparsity, i.e., the number of active users. An alternative solution, which sets the sparsity as a statistically empirical value to get a rough active user set and then eliminates the false detected inactive users with joint message passing algorithm (JMPA), leads to either increasing computation complexity of JMPA or high missed detection probability. In this paper, we propose a receiver for UL grant-free SCMA which relies on no prior knowledge of user sparsity. We propose a detection-based group orthogonal matching pursuit (DGOMP) active user detector to get an accurate active user set rather than a rough active user set. Then we modify the JMPA by taking the channel gain and noise power into consideration when calculating the prior information of the zero codeword. The modified JMPA helps to further eliminate the false detections caused by noise, channel fading and non-orthogonality of pilot sequences. Simulation results show that our proposed receiver without prior knowledge of user sparsity has acceptable performance degradation compared with currently existing solution with ideal, however unable to get in practice, prior knowledge of user sparsity.

Original languageEnglish
Title of host publication2017 IEEE International Conference on Communications, ICC 2017
PublisherIEEE
Number of pages6
ISBN (Electronic)9781467389990
DOIs
Publication statusPublished - 28 Jul 2017
MoE publication typeA4 Article in a conference publication
EventIEEE International Conference on Communications - Paris, France
Duration: 21 May 201725 May 2017

Publication series

NameIEEE International Conference on Communications
PublisherIEEE
ISSN (Print)1550-3607
ISSN (Electronic)1938-1883

Conference

ConferenceIEEE International Conference on Communications
Abbreviated titleICC
CountryFrance
CityParis
Period21/05/201725/05/2017

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  • Cite this

    Liu, J., Wu, G., Li, S., & Tirkkonen, O. (2017). Blind detection of uplink grant-free SCMA with unknown user sparsity. In 2017 IEEE International Conference on Communications, ICC 2017 [7997304] (IEEE International Conference on Communications). IEEE. https://doi.org/10.1109/ICC.2017.7997304