Banca de QUALIFICAÇÃO: FREDERICO AUGUSTO FERNANDES SILVEIRA
Uma banca de QUALIFICAÇÃO de MESTRADO foi cadastrada pelo programa.STUDENT : FREDERICO AUGUSTO FERNANDES SILVEIRA
DATE: 06/12/2019
TIME: 09:00
LOCAL: Auditório do NPITI
TITLE:
Smart-IoT: A denial of service protection system utilizing machine learning
KEY WORDS:
Network Security, IoT, DDoS, Machine Learning, SDN.
PAGES: 50
BIG AREA: Engenharias
AREA: Engenharia Elétrica
SUBÁREA: Telecomunicações
SUMMARY:
The popularization of devices known as the Internet of Things (IoT) has boosted the number of Distributed Denial of Service (DDoS) attacks in recent years. This threat takes advantage of the security limitations of these devices as well as their geographic location to maximize the impact of attacks. Developing mechanisms to detect and mitigate this new paradigm is a current challenge in the area of network security. This work proposes a defense mechanism integrated with the IoT network controller that uses Machine Learning (AM) techniques for attack detection and the flexibility of software-defined networks (SDN) to perform mitigation. The proposed system uses random samples to classify network traffic and the OpenFlow protocol to apply real-time mitigation measures. The preliminary results obtained by the system in an emulated environment using three datasets indicate that the proposed approach is promising to be embedded in specific purpose hardware.
BANKING MEMBERS:
Presidente - 1543191 - LUIZ FELIPE DE QUEIROZ SILVEIRA
Interno - 2885532 - IVANOVITCH MEDEIROS DANTAS DA SILVA
Externo ao Programa - 1279464 - AGOSTINHO DE MEDEIROS BRITO JUNIOR