On the Performance Improvement of IoT Networks Using Relay-Based Communications

Masoud Shokrnezhad, S. Khorsandi
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引用次数: 4

Abstract

Internet of Things (IoT) is a network of disparate objects enabled to exchange data with other objects to implement smart applications. In near future, billions of devices are expected to be connected to IoT through wireless connections. Due to the limited capacity of the wireless medium, the effective resource allocation is a highly important factor to improve the network performance, especially in the presence of a large number of devices. In this work, we investigate the problem of allocating resources in an OFDMA-based wireless IoT network, including channel assignment and power control, to satisfy the SINR requirements of all the devices in a scalable manner. The Primary Resource Allocation Problem (PRAP) is formulated as a Mixed-Integer Linear Programming (MILP) problem which is efficiently solvable by mathematical methods. We next develop a new relay-based communication model that results in a significantly improved network performance. The resource allocation in this model is formulated as the Relay-based Resource Allocation Problem (RRAP). Due to their computational complexity, the Relay-based Resource Allocation Scheme (RRAS) is devised to provide a suboptimal solution for RRAP and PRAP. The numerical results show that the relay-based communication model results in highly improved SINR for devices, network outage ratio, and transmission power.
基于中继通信的物联网网络性能提升研究
物联网(IoT)是一个由不同对象组成的网络,可以与其他对象交换数据以实现智能应用程序。在不久的将来,预计将有数十亿台设备通过无线连接连接到物联网。由于无线媒体的容量有限,有效的资源分配是提高网络性能的一个非常重要的因素,特别是在大量设备存在的情况下。在这项工作中,我们研究了在基于ofdma的无线物联网网络中分配资源的问题,包括信道分配和功率控制,以可扩展的方式满足所有设备的SINR要求。主要资源分配问题(PRAP)被表述为一个混合整数线性规划(MILP)问题,可以用数学方法有效地求解。接下来,我们开发了一种新的基于中继的通信模型,该模型显著提高了网络性能。该模型中的资源分配被表述为基于中继的资源分配问题(RRAP)。由于RRAP和PRAP的计算复杂性,设计了基于中继的资源分配方案(Relay-based Resource Allocation Scheme, RRAS)来提供一种次优解决方案。数值结果表明,基于中继的通信模型大大提高了设备的信噪比、网络中断率和传输功率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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