| Texto completo | |
| Autor(es): |
Guimaraes, Lucas C. B.
[1]
;
Rebello, Gabriel Antonio F.
[1]
;
Camilo, Gustavo F.
[1]
;
de Souza, Lucas Airam C.
[1]
;
Duarte, Otto Carlos M. B.
[1]
Número total de Autores: 5
|
| Afiliação do(s) autor(es): | [1] Univ Fed Rio de Janeiro, Grp Teleinformat & Automacao, Rio De Janeiro - Brazil
Número total de Afiliações: 1
|
| Tipo de documento: | Artigo Científico |
| Fonte: | ANNALS OF TELECOMMUNICATIONS; OCT 2021. |
| Citações Web of Science: | 0 |
| Resumo | |
Security attacks have been increasingly common and cause great harm to people and organizations. Late detection of such attacks increases the possibility of irreparable damage, with high financial losses being a common occurrence. This article proposes TeMIA-NT (ThrEat Monitoring and Intelligent data Analytics of Network Traffic), a real-time flow analysis system that uses parallel flow processing. The main contributions of the TeMIA-NT are (i) the proposal of an architecture for real-time detection of network intrusions that supports high traffic rates, (ii) the use of the structured streaming library, and (iii) two modes of operation: offline and online. The offline operation mode allows evaluating the performance of multiple machine learning algorithms over a given dataset, including metrics such as accuracy and F1-score. The proposed system uses dataframes and the structured streaming engine in online mode, which allows detection of threats in real-time and a quick reaction to attacks. To prevent or minimize the damage caused by security attacks, TeMIA-NT achieves flow-processing rates that reach 50 GB/s. (AU) | |
| Processo FAPESP: | 15/24485-9 - Internet do Futuro aplicada a Cidades Inteligentes |
| Beneficiário: | Fabio Kon |
| Modalidade de apoio: | Auxílio à Pesquisa - Temático |
| Processo FAPESP: | 14/50937-1 - Inct 2014 - da internet do futuro. |
| Beneficiário: | Fabio Kon |
| Modalidade de apoio: | Auxílio à Pesquisa - Temático |
| Processo FAPESP: | 18/23292-0 - Projeto ACCRUE-SFI: infraestrutura avançada e colaborativa de pesquisa para internet do futuro segura |
| Beneficiário: | Otto Carlos Muniz Bandeira Duarte |
| Modalidade de apoio: | Auxílio à Pesquisa - Regular |