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Development of an Efficiency Platform Based on MQTT for UAV Controlling and DoS Attack Detection.

Authors :
da Silva, Leandro Marcos
Menezes, Henrique Bonini de Britto
Luccas, Matheus dos Santos
Mailer, Christian
Pinto, Alex Sandro Roschildt
Boava, Adão
Rodrigues, Mariana
Ferrão, Isadora Garcia
Estrella, Júlio Cézar
Branco, Kalinka Regina Lucas Jaquie Castelo
Source :
Sensors (14248220). Sep2022, Vol. 22 Issue 17, p6567. 20p.
Publication Year :
2022

Abstract

Several market sectors are attracted by the potential of unmanned aerial vehicles (UAVs), such as delivery, agriculture, and cinema, among others. UAVs are becoming part of Internet of Things (IoT) networks in the development of autonomous and scalable solutions. However, these vehicles are gradually becoming attractive targets for cyberattacks. This study proposes the development of an efficient platform based on the Message Queuing Telemetry Transport (MQTT) protocol for UAV control and Denial-of-Service (DoS) detection embedded in the UAV system. For the efficiency test, latency, network and memory consumption on the platform were measured, in addition to the correlation between payload and delay time. The results of efficiency tests were collected for the three levels of quality of service (QoS). A strong correlation greater than 90% was found between delay and data size for all QoS levels, showing almost a linear proportion. In DoS detection, the best results were a true positive rate (TPR) of 0.97 with 16 features from the AWID2 dataset using LightGBM with Bayesian optimization and data balancing. Unlike other studies, the built platform shows efficiency for UAV control and guarantees security in the communication with the broker and in the Wi-Fi UAV network. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
14248220
Volume :
22
Issue :
17
Database :
Academic Search Index
Journal :
Sensors (14248220)
Publication Type :
Academic Journal
Accession number :
159033621
Full Text :
https://doi.org/10.3390/s22176567