Allgemeine Informationen

Veranstaltungsname	Vorlesung: Medical Monitoring and Advanced Sensor Data Processing
Veranstaltungsnummer	INF-0504
Semester	SS 2024
Aktuelle Anzahl der Teilnehmenden	5
Heimat-Einrichtung	Diagnostische Sensorik
Veranstaltungstyp	Vorlesung in der Kategorie Lehre
Nächster Termin	Donnerstag, 16.05.2024 08:15 - 09:45, Ort: (201 F1 (Alte Uni))
Online/Digitale Veranstaltung	Veranstaltung wird in Präsenz abgehalten.
Hauptunterrichtssprache	englisch

Lehrende

Räume und Zeiten

(201 F1 (Alte Uni)): Donnerstag: 08:15 - 09:45, wöchentlich (12x)
(201 F1 (Alte Uni) / 111 F1 (Alte Uni)): Donnerstag: 10:00 - 11:30, wöchentlich (12x)

Studienbereiche

Fakultät für Angewandte Informatik > Informatik

Modulzuordnungen

Informatik M.Sc. Informatik, PO 2018, 12. Version gültig ab SS 2024 > Wahlbereich Informatik > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
Austauschstudium - FAI Austauschstudium FAI, 4. Version gültig ab SS 2024 > Fakultät für Angewandte Informatik - Master Level > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
Informatik und Multimedia M.Sc. Informatik und Multimedia, PO 2018, 12. Version gültig ab SS 2024 > Praktische Informatik > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
Medizinische Informatik M.Sc. Medizinische Informatik, 6. Version gültig ab SS 2024 > Medizinische Informatik > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
Informatik M.Sc. Informatik, PO 2018, 12. Version gültig ab SS 2024 > Praktische Informatik > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
Medizinische Informatik M.Sc. Medizinische Informatik, 6. Version gültig ab SS 2024 > Wahlbereich > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)
Informatik und Multimedia M.Sc. Informatik und Multimedia, PO 2018, 12. Version gültig ab SS 2024 > Wahlbereich Informatik und Multimedia > INF-0504 - Medical Monitoring and Advanced Sensor Data Processing > Medical Monitoring and Advanced Sensor Data Processing (Lecture)

Kommentar/Beschreibung

The lecture provides a comprehensive overview on medical monitoring and advanced techniques for sensor data processing with relevance to medical monitoring. It is divided in two main parts. Part 1 covers fundamental aspects with respect to medical monitoring. It overviews basic ideas, a historical perspective, the status quo and trends regarding medical monitoring (e.g. multimodal monitoring strategies, predictive approaches and the extended use of wearables for monitoring purposes). Part 2 illustrates advanced processing techniques (univariate methods and sensor data fusion) that are relevant to the various types of today’s monitoring. Covered topics are time-frequency-transforms as the short-term Fourier transform and Wavelet transform, Kalman-filters, advanced denoising and dimension reduction techniques (as deep autoencoders and source separation techniques) and finally detection/classification approaches. All such concepts are described in the context of concrete monitoring applications.