On the Performance of Rate Splitting Multiple Access for ISAC in Device-to-Multi-Device IoT Communications

IF 7 1区 计算机科学 Q1 TELECOMMUNICATIONS IEEE Transactions on Cognitive Communications and Networking Pub Date : 2024-08-05 DOI:10.1109/TCCN.2024.3438359
Sutanu Ghosh;Keshav Singh;Haejoon Jung;Chih-Peng Li;Trung Q. Duong
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Abstract

In this paper, we analyze the performance of rate splitting multiple access (RSMA) technique for a multi-device communication system applying integrated sensing and communication (ISAC) to alleviate the problem of overlapping spectrum of radar signal and communication frequency bands. The system includes a cooperative access point (AP) which serves as a sensing node and a decode-and-forward (DF) relay to support the communication between a mobile device (MD) and multiple Internet-of-Things devices (IoDs). Assuming Nakagami fading channels, we provide an extensive analytical framework to evaluate the dual functionalities of the system considering various scenarios with different assumptions on blocklength, channel state information (CSI), and successive interference cancellation (SIC). In other words, we consider both infinite and finite blocklength transmissions under practical impairments including imperfect CSI and SIC. We investigate the outage probability (OP), and ergodic sum rate assuming infinite blocklength, while the block error rate (BLER), and goodput are analyzed in the finite blocklength regime. The closed-form and asymptotic expressions for the OP and BLER are presented. In addition, to evaluate the sensing performance, we derive the closed-form expressions of the false alarm and detection probabilities. Through the simulation results, we validate our analysis and delve into the impacts of various system parameters including transmit power, Nakagami shaping parameter, CSI error, SIC imperfection, the number of devices, and sensing threshold. Further, we observe that the proposed RSMA-based ISAC system provides higher ergodic sum rates compared to non-orthogonal multiple access (NOMA) both in the presence and absence of practical impairments.
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论设备对多设备物联网通信中 ISAC 的速率分裂多重接入性能
为了解决雷达信号与通信频带频谱重叠的问题,在多设备通信系统中应用集成传感与通信(ISAC)技术,分析了速率分割多址(RSMA)技术的性能。该系统包括一个作为传感节点的合作接入点(AP)和一个解码转发(DF)中继,以支持移动设备(MD)和多个物联网设备(iod)之间的通信。假设Nakagami衰落信道,我们提供了一个广泛的分析框架来评估系统的双重功能,考虑到对区块长度、信道状态信息(CSI)和连续干扰消除(SIC)有不同假设的各种场景。换句话说,我们考虑了实际损伤下的无限和有限块长传输,包括不完美的CSI和SIC。我们研究了无限块长度条件下的中断概率(OP)和遍历和率,同时分析了有限块长度条件下的块错误率(BLER)和goodput。给出了OP和BLER的闭型和渐近表达式。此外,为了评估传感性能,我们推导了虚警和检测概率的封闭表达式。通过仿真结果,我们验证了我们的分析,并深入研究了各种系统参数的影响,包括发射功率、中上整形参数、CSI误差、SIC缺陷、器件数量和传感阈值。此外,我们观察到,与非正交多址(NOMA)相比,所提出的基于rsma的ISAC系统在存在和不存在实际缺陷的情况下都提供了更高的遍历和速率。
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来源期刊
IEEE Transactions on Cognitive Communications and Networking
IEEE Transactions on Cognitive Communications and Networking Computer Science-Artificial Intelligence
CiteScore
15.50
自引率
7.00%
发文量
108
期刊介绍: The IEEE Transactions on Cognitive Communications and Networking (TCCN) aims to publish high-quality manuscripts that push the boundaries of cognitive communications and networking research. Cognitive, in this context, refers to the application of perception, learning, reasoning, memory, and adaptive approaches in communication system design. The transactions welcome submissions that explore various aspects of cognitive communications and networks, focusing on innovative and holistic approaches to complex system design. Key topics covered include architecture, protocols, cross-layer design, and cognition cycle design for cognitive networks. Additionally, research on machine learning, artificial intelligence, end-to-end and distributed intelligence, software-defined networking, cognitive radios, spectrum sharing, and security and privacy issues in cognitive networks are of interest. The publication also encourages papers addressing novel services and applications enabled by these cognitive concepts.
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