Fundamental limits of a dense IoT cell in the uplink

J. Gorce, Yasser Fadlallah, J. Kélif, H. V. Poor, A. Gati
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引用次数: 3

Abstract

The envisioned Internet of Things (IoT) will involve a massive deployment of objects connected through wireless cells. While commercial solutions are already available, the fundamental limits of such networks in terms of node density, achievable rates or reliability are not known. To address this question, this paper uses a large scale Multiple Access Channel (MAC) to model IoT nodes randomly distributed over the coverage area of a unique base station. The traffic is represented by an information rate spatial density ρ(x). This model, referred to as the Spatial Continuum Multiple Access Channel, is defined as the asymptotic limit of a sequence of discrete MACs. The access capacity region of this channel is defined as the set of achievable information rate spatial densities achievable with vanishing transmission errors and under a sum-power constraint. Simulation results validate the model and show that this fundamental limit theoretically achievable when all nodes transmit simultaneously over an infinite time, may be reached even with a relatively small number of simultaneous transmitters (typically around 20 nodes) which gives credibility to the model. The results also highlight the potential interest of non-orthogonal transmissions for IoT uplink transmissions when compared to an ideal time sharing strategy.
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上行链路中密集物联网小区的基本限制
设想中的物联网(IoT)将涉及通过无线蜂窝连接的大量物体的部署。虽然商业解决方案已经可用,但这种网络在节点密度、可实现速率或可靠性方面的基本限制尚不清楚。为了解决这个问题,本文使用大规模多址通道(MAC)来模拟随机分布在唯一基站覆盖区域内的物联网节点。交通由信息率空间密度ρ(x)表示。这个模型被称为空间连续多址信道,它被定义为一系列离散mac的渐近极限。该信道的访问容量区域定义为在和功率约束下,在传输误差消失的情况下可实现的信息速率空间密度集合。仿真结果验证了该模型,并表明当所有节点在无限时间内同时传输时,理论上可以达到这个基本极限,即使同时发送器数量相对较少(通常约为20个节点),也可以达到该模型的可信度。与理想的分时策略相比,研究结果还强调了物联网上行传输的非正交传输的潜在利益。
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Keynote speaker Keynote speaker Ad-Hoc, Mobile, and Wireless Networks: 19th International Conference on Ad-Hoc Networks and Wireless, ADHOC-NOW 2020, Bari, Italy, October 19–21, 2020, Proceedings Retraction Note to: Mobility Aided Context-Aware Forwarding Approach for Destination-Less OppNets Ad-Hoc, Mobile, and Wireless Networks: 18th International Conference on Ad-Hoc Networks and Wireless, ADHOC-NOW 2019, Luxembourg, Luxembourg, October 1–3, 2019, Proceedings
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