Grant-free sparse code multiple access (GF-SCMA) is considered to be a promising multiple access candidate for future wireless networks. In this paper, we focus on characterizing the performance of uplink GF-SCMA schemes in a network with ubiquitous connections, such as the Internet of Things (IoT) networks. To provide a tractable approach to evaluate the performance of GF-SCMA, we first develop a theoretical model taking into account the property of multi-user detection (MUD) in the SCMA system. We then analyze the error rate performance of GF-SCMA in the case of codebook collision to investigate the reliability of GF-SCMA when reusing codebook in massive IoT networks. For performance evaluation, accurate approximations for both success probability and average symbol error probability (ASEP) are derived. To elaborate further, we utilize the analytical results to discuss the impact of codeword sparse degree in GFSCMA. After that, we conduct a comparative study between SCMA and its variant, dense code multiple access (DCMA), with GF transmission to offer insights into the effectiveness of these two schemes. This facilitates the GF-SCMA system design in practical implementation. Simulation results show that denser codebooks can help to support more UEs and increase the reliability of data transmission in a GF-SCMA network. Moreover, a higher success probability can be achieved by GFSCMA with denser UE deployment at low detection thresholds since SCMA can achieve overloading gain.
翻译:在本文件中,我们着重说明GF-SCMA系统在无处不在的网络(如Things(IoT)网络)上链接GF-SCMA系统的性能。为了提供一种可移植的方法来评价GF-SCMA的性能,我们首先在考虑到SCMA系统中多用户检测(MUD)的特性的情况下开发一个理论模型。然后,我们分析GF-SCMA在编码簿碰撞情况下的误差率,以便在使用大型IoT网络重新使用编码簿时调查GF-SCMA的可靠性。在业绩评价方面,可以得出成功概率和平均符号误差概率的准确近似值。为了进一步阐述,我们利用分析结果来讨论GFSCMA的编码在GFSCMA系统内缺乏程度的编码的影响。之后,我们在SCMA及其变式、密集的编码多重访问(DCMA)之间进行比较研究,并传输GFMASMA在这两种办法中提供洞察到这些办法的可靠性。这有利于GFSAS-MA系统在实际的可靠性上提高SIMAS的可靠性,这可以帮助S-MA在SIMA数据传输系统内实现。