Performance Analysis and Optimization for the MAC Protocol in UAV-Based IoT Network
Author | Li, Bin |
Author | Guo, Xianzhen |
Author | Zhang, Ruonan |
Author | Du, Xiaojiang |
Author | Guizani, Mohsen |
Available date | 2022-11-27T16:42:06Z |
Publication Date | 2020-08-01 |
Publication Name | IEEE Transactions on Vehicular Technology |
Identifier | http://dx.doi.org/10.1109/TVT.2020.2997782 |
Citation | Li, B., Guo, X., Zhang, R., Du, X., & Guizani, M. (2020). Performance analysis and optimization for the MAC protocol in UAV-based IoT network. IEEE Transactions on Vehicular Technology, 69(8), Li, B., Guo, X., Zhang, R., Du, X., & Guizani, M. (2020). Performance analysis and optimization for the MAC protocol in UAV-based IoT network. IEEE Transactions on Vehicular Technology, 69(8), 8925-8937.. |
ISSN | 00189545 |
Abstract | 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, UAV's speed and coverage area are discussed in the simulation section. |
Sponsor | This work was supported in part by National Natural Science Foundation of China under Grants 61601365 and 61571370, in part by Natural Science Basic Research Plan in Shaanxi Province under Grant 2019JM-345, in part by National Civil Aircraft Major Project of China under Grant MIZ-2015-F-009, in part by China Postdoctoral Science Foundation under Grant 2018M641020 |
Language | en |
Publisher | Institute of Electrical and Electronics Engineers Inc. |
Subject | Air-Ground integration network CSMA/CA IoT Markov chain model UAV |
Type | Article |
Pagination | 8925-8937 |
Issue Number | 8 |
Volume Number | 69 |
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