Abstract

Massive machine type communications (mMTC) is one of the three major scenarios in 5G wireless networks. mMTC is an uplink-dominant scenario that supports massive connectivity of small-size packets and sporadic traffic. To meet the requirement of mMTC, non-orthogonal multiple access (NOMA) with grant-free transmission is considered a promising technology because of its higher spectrum efficiency and lower signaling overhead. Request-and-grant-based scheduling process is eliminated in grant-free transmission and thus the base stations need to identify active users first before data detection. Previously, several user activity detection (UAD) algorithms were proposed and they can obtain good performance in flat-fading channels. However, the performance of these works degrades significantly in doubly selective fading channels. In this work, we propose an effective solution for uplink grant-free NOMA with a new user sequence scheme and a novel UAD algorithm suitable for practical channel scenarios. Simulation results validated that the proposed sequences can mitigate the inter-user interference at the base stations, and the proposed UAD algorithm can achieve better detection accuracy. Moreover, detailed complexity analysis showed that the proposed UAD algorithm has relatively low complexity and good scalability.

Highlights

  • Grant-free transmission skips the scheduling process, and greatly enhances the transmission efficiency, especially in cases where data are sporadic in time [6]

  • In this article, we proposed a solution to user activity detection in uplink Massive machine type communications (mMTC) networks that adopt the grantfree non-orthogonal multiple access (NOMA) scheme

  • The solution includes a pre-emphasis sequence design method based on Time Division Duplexing (TDD) channel reciprocity and an expectation-maximization based iterative user detection method that exploits candidate lists for activity vectors and channel variation vectors

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Summary

Introduction

Grant-free transmission skips the scheduling process, and greatly enhances the transmission efficiency, especially in cases where data are sporadic in time [6]. The main advantages of the grant-free NOMA mechanism are reduction on signal overhead and more chances for successful transmission, which in turns are beneficial to the techniques that aim at increasing the transmission reliability, e.g., hybrid automatic repeat request (HARQ). Another work combined the grant-free and grant-based access approaches and achieved better system throughput with the help of NOMA and successive interference. The mMTC scenario treated in this article mainly focuses on the uplink transmission, where services are provided to massive devices with sporadic transmission of small amount of data from each device. With the detected active user IDs, the receiver at the BS can proceed with NOMA decoding of the transmitted user data [10], [11]

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