Anomaly behavior analysis for fog nodes availability assurance in IoT applications

Jesus Pacheco, Victor H. Benitez, Cihan Tunc, Clarisa Grijalva

Producción científica: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

3 Citas (Scopus)

Resumen

The Internet of Things (IoT) is the new trend to make devices interact among themselves. The IoT will connect not only computers and mobile devices, but also wearable devices, smart buildings, smart cities, electrical grids, and automobiles just to name few. IoT will lead to the development of a wide range of advanced information services that need to be processed in real-time and require large storage and computational power than can be provided by Cloud and Fog Computing. The integration of IoT with Cloud and Fog Computing make IoT capable of processing large-scale geo-distributed information. In any IoT application, communications are critical to deliver the required information to the end user, device or application, for instance to take actions during crisis events. However, IoT communication elements such as gateways or Fog nodes, will introduce major security challenges as they contribute to increase the attack surface, preventing the IoT to deliver accurate information. In this paper, we propose a methodology to develop an Intrusion Detection System (IDS) based on Anomaly Behavior Analysis (ABA) to detect when a Fog node has been compromised. The preliminary experimental results show that our proposed approach accurately detects known and unknown anomalies due to misuses or cyber-attacks, with high detection rate and low false alarms.

Idioma originalInglés
Título de la publicación alojada16th ACS/IEEE International Conference on Computer Systems and Applications, AICCSA 2019
EditorialIEEE Computer Society
ISBN (versión digital)9781728150529
DOI
EstadoPublicada - nov. 2019
Evento16th ACS/IEEE International Conference on Computer Systems and Applications, AICCSA 2019 - Abu Dhabi, Emiratos Árabes Unidos
Duración: 3 nov. 20197 nov. 2019

Serie de la publicación

NombreProceedings of IEEE/ACS International Conference on Computer Systems and Applications, AICCSA
Volumen2019-November
ISSN (versión impresa)2161-5322
ISSN (versión digital)2161-5330

Conferencia

Conferencia16th ACS/IEEE International Conference on Computer Systems and Applications, AICCSA 2019
País/TerritorioEmiratos Árabes Unidos
CiudadAbu Dhabi
Período3/11/197/11/19

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Publisher Copyright:
© 2019 IEEE.

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