LAN Network Optimization after a DDoS Attack Detected with Supervised Learning

Diego Vallejo-Huanga, Santiago Vizcaino

Resultado de la investigación: Capítulo del libro/informe/acta de congresoContribución de conferenciarevisión exhaustiva

Resumen

The Distributed Denial of Service (DDoS) attack is one of the most dangerous cyberattacks on the Internet, so can affect any server on any type of network, causing connectivity problems and even total loss of services. Machine learning can solve computational security problems and is frequently used to defend against cyber attacks. This article proposes the construction of a network topology where several DDoS attacks were applied, which will be detected by three Machine Learning classification algorithms. A dataset was generated from the collection of packets circulating in the network with samples of normal traffic and malicious packets, on which the experimental tests were carried out. In the classification task, the best performing supervised learning algorithm was Random Forest, with an accuracy of 100%. Finally, upon detecting a DDoS attack on the network, Dijkstra's optimization algorithm is applied to find an alternative route to mitigate network oversaturation. Two scenarios were proposed, the first analyzes the optimal route in an attacked network and the second without attacks. The results show a reconfiguration in the network to avoid routes where DDoS attack detection was applied.

Idioma originalInglés
Título de la publicación alojada2022 IEEE 2nd International Conference on Computer Communication and Artificial Intelligence, CCAI 2022
EditorialInstitute of Electrical and Electronics Engineers Inc.
Páginas108-114
Número de páginas7
ISBN (versión digital)9781665496636
DOI
EstadoPublicada - 2022
Evento2nd IEEE International Conference on Computer Communication and Artificial Intelligence, CCAI 2022 - Beijing, China
Duración: 6 may. 20228 may. 2022

Serie de la publicación

Nombre2022 IEEE 2nd International Conference on Computer Communication and Artificial Intelligence, CCAI 2022

Conferencia

Conferencia2nd IEEE International Conference on Computer Communication and Artificial Intelligence, CCAI 2022
País/TerritorioChina
CiudadBeijing
Período6/05/228/05/22

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Publisher Copyright:
© 2022 IEEE.

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