Understanding Inter- and Intra-Cluster Concurrent Transmissions for IoT Uplink Traffic in MIMO-NOMA Networks: A DTMC Analysis

被引:1
|
作者
Kumar, Abhishek [1 ]
Martinez-Bauset, Jorge [2 ]
Li, Frank Y. [1 ]
Florea, Carmen [3 ]
Dobre, Octavia A. [4 ]
机构
[1] Univ Agder, Dept Informat & Commun Technol, N-4898 Grimstad, Norway
[2] Univ Politen Valencia, Dept Comunicac, Valencia 46022, Spain
[3] Natl Univ Sci & Technol Politehn Bucharest, Dept Telecommun, Bucharest 061071, Romania
[4] Mem Univ, Fac Engn & Appl Sci, St John, NF A1B 3X9, Canada
来源
IEEE INTERNET OF THINGS JOURNAL | 2024年 / 11卷 / 08期
关键词
Uplink; NOMA; Internet of Things; Interference; Performance evaluation; Markov processes; Throughput; 2-D discrete-time Markov chain (DTMC); intraand intercluster concurrent transmission; Massive Internet of Things (mIoT); performance evaluation; uplink traffic; SLOTTED ALOHA; RANDOM-ACCESS; INTERFERENCE CANCELLATION; PERFORMANCE EVALUATION; MULTIPLE-ACCESS; LTE;
D O I
10.1109/JIOT.2023.3341613
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To enable concurrent transmissions for Internet of Things (IoT) traffic in multiantenna beyond fifth generation networks, nonorthogonal multiple access (NOMA) mechanisms appear as a promising approach. For NOMA-enabled transmissions, IoT devices are grouped into clusters in order to exploit the benefit of concurrent transmissions. However, how to facilitate transmissions from both intra- and intercluster is not an easy task and the performance of such concurrent transmissions is so far not well understood from a mathematical point of view, especially when error-prone channel conditions are considered. In this article, we propose two random access schemes which enable intra- and intercluster concurrent transmissions for uplink IoT traffic with and without access control. To assess the performance of such systems, we develop two analytical models based on discrete-time Markov chains (DTMCs) that mimic the behavior of such transmissions. Our models deal with cluster-level performance considering dynamic packet arrivals and the transmissions from devices belonging to the same or different clusters. Through extensive simulations, we validate the accuracy of the analytical models and evaluate the system- and cluster-level performance in terms of throughput and delay under various traffic load conditions and network configurations.
引用
收藏
页码:14328 / 14343
页数:16
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