Utilize este identificador para referenciar este registo:
https://hdl.handle.net/1822/89536
Título: | A novel intelligent approach for man-in-the-middle attacks detection over internet of things environments based on message queuing telemetry transport |
Outro(s) título(s): | A novel intelligent approach for Man-In-The-Middle attacks detection over IoT environments based on MQTT |
Autor(es): | Michelena, Álvaro Aveleira-Mata, José Jove, Esteban Bayón-Gutiérrez, Martín Novais, Paulo Fontenla Romero, Oscar Calvo-Rolle, José Luis Aláiz-Moretón, Héctor |
Palavras-chave: | Artificial neural networks Cybersecurity Decision trees Intrusion detection system K-nearest-neighbours Man-in-the-middle Message queuing telemetry transport Principal component analysis Random forest |
Data: | 2023 |
Editora: | Wiley |
Revista: | Expert Systems |
Citação: | Michelena, Á., Aveleira‐Mata, J., Jove, E., Bayón‐Gutiérrez, M., Novais, P., Romero, O. F., … Aláiz‐Moretón, H. (2023, February 28). A novel intelligent approach for man‐in‐the‐middle attacks detection over internet of things environments based on message queuing telemetry transport. Expert Systems. Wiley. http://doi.org/10.1111/exsy.13263 |
Resumo(s): | One of the most common attacks is man-in-the-middle (MitM) which, due to its complex behaviour, is difficult to detect by traditional cyber-attack detection systems. MitM attacks on internet of things systems take advantage of special features of the protocols and cause system disruptions, making them invisible to legitimate elements. In this work, an intrusion detection system (IDS), where intelligent models can be deployed, is the approach to detect this type of attack considering network alterations. Therefore, this paper presents a novel method to develop the intelligent model used by the IDS, being this method based on a hybrid process. The first stage of the process implements a feature extraction method, while the second one applies different supervised classification techniques, both over a message queuing telemetry transport (MQTT) dataset compiled by authors in previous works. The contribution shows excellent performance for any compared classification methods. Likewise, the best results are obtained using the method with the highest computational cost. Thanks to this, a functional IDS will be able to prevent MQTT attacks. |
Tipo: | Artigo |
URI: | https://hdl.handle.net/1822/89536 |
DOI: | 10.1111/exsy.13263 |
ISSN: | 0266-4720 |
Versão da editora: | https://onlinelibrary.wiley.com/doi/full/10.1111/exsy.13263 |
Arbitragem científica: | yes |
Acesso: | Acesso restrito UMinho |
Aparece nas coleções: | CAlg - Artigos em revistas internacionais / Papers in international journals |
Ficheiros deste registo:
Ficheiro | Descrição | Tamanho | Formato | |
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A novel intelligent approach for man-in-the-middle.pdf Acesso restrito! | 1,22 MB | Adobe PDF | Ver/Abrir |