Banca de QUALIFICAÇÃO: PAULO TADEU RESQUE DE SOUZA

Uma banca de QUALIFICAÇÃO de DOUTORADO foi cadastrada pelo programa.
DISCENTE: PAULO TADEU RESQUE DE SOUZA
DATA: 27/05/2020
HORA: 09:00
LOCAL: virutal
TÍTULO:

A Machine Learning Framework to detect epileptic seizures and prioritize data transmission in Internet of Medical Things

PALAVRAS-CHAVES:

Wearable Devices; Machine Learning; Communication

PÁGINAS: 52
GRANDE ÁREA: Ciências Exatas e da Terra
ÁREA: Ciência da Computação
SUBÁREA: Sistemas de Computação
ESPECIALIDADE: Teleinformática
RESUMO:

Internet of Medical Things (IoMT) relies on wearable devices to sense, collect, and transmit biometry data continuously, leveraging for this on-board radio wireless facility to communicate with a gateway, which in turn delivers the collected data across the Internet to an IoMT system. In this context, medical diagnosis and treatment for syndromes such as epilepsy require data availability, transmission reliability, low network latency, and fast seizure detection. Thus, proceeding with seizure detection in-device or edge using Machine Learing (ML) algorithms fulfil such requirements. In addition, IoMT applications have strict Quality of Service (QoS) requirements to ensure accurate information for medical staff, where it is important to classify (in a non-intrusive manner) and give priority to IoMT traffic flows transmitted from wearable devices in a shared wireless infrastructure. In this thesis proposal, we present a ML framework to identify wearable medical device traffic, detect epileptic seizures, and prioritize data transmission to hospital cloud servers. Addressing the issues above would push IoMT applications to a higher level of user experience. In addition, our proposal will minimize the risk of data interception as it reduces data exposure in wireless medium access.

MEMBROS DA BANCA:
Presidente - 2244893 - DENIS LIMA DO ROSÁRIO
Interno - 1700540 - EDUARDO COELHO CERQUEIRA
Externo ao Programa - 1085349 - ANDRE FIGUEIRA RIKER
Externo ao Programa - 3138738 - HELDER MAY NUNES DA SILVA OLIVEIRA
Externo à Instituição - THAIS LIRA TAVARES DOS SANTOS