Your browser doesn't support javascript.
loading
Development of an Efficiency Platform Based on MQTT for UAV Controlling and DoS Attack Detection.
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.
Affiliation
  • da Silva LM; Institute of Mathematics and Computer Sciences, University of São Paulo, Ave. Trabalhador São-Carlense, 400, São Carlos 13564-002, São Paulo, Brazil.
  • Menezes HBB; Institute of Mathematics and Computer Sciences, University of São Paulo, Ave. Trabalhador São-Carlense, 400, São Carlos 13564-002, São Paulo, Brazil.
  • Luccas MDS; Institute of Mathematics and Computer Sciences, University of São Paulo, Ave. Trabalhador São-Carlense, 400, São Carlos 13564-002, São Paulo, Brazil.
  • Mailer C; Department of Informatics and Statistics, Federal University of Santa Catarina, St. Roberto Sampaio Gonzaga, Florianópolis 88040-900, Santa Catarina, Brazil.
  • Pinto ASR; Department of Informatics and Statistics, Federal University of Santa Catarina, St. Roberto Sampaio Gonzaga, Florianópolis 88040-900, Santa Catarina, Brazil.
  • Boava A; Department of Informatics and Statistics, Federal University of Santa Catarina, St. Roberto Sampaio Gonzaga, Florianópolis 88040-900, Santa Catarina, Brazil.
  • Rodrigues M; Institute of Mathematics and Computer Sciences, University of São Paulo, Ave. Trabalhador São-Carlense, 400, São Carlos 13564-002, São Paulo, Brazil.
  • Ferrão IG; Institute of Mathematics and Computer Sciences, University of São Paulo, Ave. Trabalhador São-Carlense, 400, São Carlos 13564-002, São Paulo, Brazil.
  • Estrella JC; Institute of Mathematics and Computer Sciences, University of São Paulo, Ave. Trabalhador São-Carlense, 400, São Carlos 13564-002, São Paulo, Brazil.
  • Branco KRLJC; Institute of Mathematics and Computer Sciences, University of São Paulo, Ave. Trabalhador São-Carlense, 400, São Carlos 13564-002, São Paulo, Brazil.
Sensors (Basel) ; 22(17)2022 Aug 31.
Article in En | MEDLINE | ID: mdl-36081023
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.
Subject(s)
Key words

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Software / Remote Sensing Technology Type of study: Diagnostic_studies Language: En Journal: Sensors (Basel) Year: 2022 Document type: Article Affiliation country: Brazil Country of publication: Switzerland

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Software / Remote Sensing Technology Type of study: Diagnostic_studies Language: En Journal: Sensors (Basel) Year: 2022 Document type: Article Affiliation country: Brazil Country of publication: Switzerland