论文标题

基于无人机的IoT网络中Mac协议的性能分析和优化

Performance Analysis and Optimization for the MAC Protocol in UAV-based IoT Network

论文作者

Li, Bin, Guo, Xianzhen, Zhang, Ruonan, Du, Xiaojiang, Guizani, Mohsen

论文摘要

无人驾驶汽车(UAV)在空中集成网络中发挥了重要作用。尤其是在物联网(IoT)服务中,配备通信设备的无人机被广泛用作移动基站(BS),用于从地面上的物联网设备收集数据。在本文中,我们考虑了一个空中网络,在该网络中,无人机直接飞行,以基于CSMA/CA协议的2-D平面中的IoT设备收集信息。由于无人机的连续移动性,与无人机不同位置的设备的通信持续时间不仅是限时的,而且彼此之间也有所不同。为了分析上行链路多重访问控制(MAC)协议的吞吐量性能,我们提出了一个新的分析模型来处理网络中的通信异质性。首先,我们根据覆盖范围的设备根据其通信持续时间将设备分为不同的群集。然后,退出概率表明设备在每个插槽时都会删除无人机的覆盖范围的概率。为绩效分析而开发了采用戒烟概率和集群划分的修改的三维马尔可夫链模型。此外,我们还提出了一个修改的CSMA/CA协议,该协议完全考虑了访问时间的异质性,并将时间资源自适应地分配给不同簇中的设备。最后,在模拟部分中讨论了重试限制,初始竞争窗口大小,设备的密度,无人机速度和覆盖面积的效果。

Unmanned aerial vehicles (UAVs) have played an important role in air-ground integration network. Especially in Internet of Things (IoT) services, UAV equipped with communication equipments is widely adopted as a mobile base station (BS) for data collection from IoT devices on the ground. In this paper, we consider an air-ground network in which the UAV flies straightly to collect information from the IoT devices in a 2-D plane based on the CSMA/CA protocol. Due to UAV's continuous mobility, the communication durations of devices in different locations with UAV are not only time-limited, but also vary from each other. To analyze the throughput performance of uplink multiple access control (MAC) protocol, we propose a new analysis model to deal with the communications heterogeneity in the network. Firstly, we divide the devices in the coverage into different clusters according to their communication durations. Then, a quitting probability indicating the probability that a device quits the UAV's coverage at each time slot is clarified. A modified three-dimensional Markov chain model adopting the quitting probability and cluster division is developed for the performance analysis. Besides, we also propose a modified CSMA/CA protocol which fully considers the heterogeneity of the access time and adaptively allocates the time resource among the devices in different clusters. Finally, the effects of retry limit, initial contention window size, the density of the devices, UAVs speed and coverage area are discussed in the simulation section.

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